diff --git a/src/ontogpt/templates/storms.py b/src/ontogpt/templates/storms.py new file mode 100644 index 000000000..de190c768 --- /dev/null +++ b/src/ontogpt/templates/storms.py @@ -0,0 +1,192 @@ +from __future__ import annotations +from datetime import ( + datetime, + date +) +from decimal import Decimal +from enum import Enum +import re +import sys +from typing import ( + Any, + List, + Literal, + Dict, + Optional, + Union +) +from pydantic.version import VERSION as PYDANTIC_VERSION +if int(PYDANTIC_VERSION[0])>=2: + from pydantic import ( + BaseModel, + ConfigDict, + Field, + field_validator + ) +else: + from pydantic import ( + BaseModel, + Field, + validator + ) + +metamodel_version = "None" +version = "None" + + +class ConfiguredBaseModel(BaseModel): + model_config = ConfigDict( + validate_assignment = True, + validate_default = True, + extra = "forbid", + arbitrary_types_allowed = True, + use_enum_values = True, + strict = False, + ) + pass + + +class NullDataOptions(str, Enum): + UNSPECIFIED_METHOD_OF_ADMINISTRATION = "UNSPECIFIED_METHOD_OF_ADMINISTRATION" + NOT_APPLICABLE = "NOT_APPLICABLE" + NOT_MENTIONED = "NOT_MENTIONED" + + +class ExtractionResult(ConfiguredBaseModel): + """ + A result of extracting knowledge on text + """ + input_id: Optional[str] = Field(None) + input_title: Optional[str] = Field(None) + input_text: Optional[str] = Field(None) + raw_completion_output: Optional[str] = Field(None) + prompt: Optional[str] = Field(None) + extracted_object: Optional[Any] = Field(None, description="""The complex objects extracted from the text""") + named_entities: Optional[List[Any]] = Field(default_factory=list, description="""Named entities extracted from the text""") + + +class NamedEntity(ConfiguredBaseModel): + id: str = Field(..., description="""A unique identifier for the named entity""") + label: Optional[str] = Field(None, description="""The label (name) of the named thing""") + + +class CompoundExpression(ConfiguredBaseModel): + pass + + +class Triple(CompoundExpression): + """ + Abstract parent for Relation Extraction tasks + """ + subject: Optional[str] = Field(None) + predicate: Optional[str] = Field(None) + object: Optional[str] = Field(None) + qualifier: Optional[str] = Field(None, description="""A qualifier for the statements, e.g. \"NOT\" for negation""") + subject_qualifier: Optional[str] = Field(None, description="""An optional qualifier or modifier for the subject of the statement, e.g. \"high dose\" or \"intravenously administered\"""") + object_qualifier: Optional[str] = Field(None, description="""An optional qualifier or modifier for the object of the statement, e.g. \"severe\" or \"with additional complications\"""") + + +class TextWithTriples(ConfiguredBaseModel): + """ + A text containing one or more relations of the Triple type. + """ + publication: Optional[Publication] = Field(None) + triples: Optional[List[Triple]] = Field(default_factory=list) + + +class TextWithEntity(ConfiguredBaseModel): + """ + A text containing one or more instances of a single type of entity. + """ + publication: Optional[Publication] = Field(None) + entities: Optional[List[str]] = Field(default_factory=list) + + +class RelationshipType(NamedEntity): + id: str = Field(..., description="""A unique identifier for the named entity""") + label: Optional[str] = Field(None, description="""The label (name) of the named thing""") + + +class Publication(ConfiguredBaseModel): + id: Optional[str] = Field(None, description="""The publication identifier""") + title: Optional[str] = Field(None, description="""The title of the publication""") + abstract: Optional[str] = Field(None, description="""The abstract of the publication""") + combined_text: Optional[str] = Field(None) + full_text: Optional[str] = Field(None, description="""The full text of the publication""") + + +class AnnotatorResult(ConfiguredBaseModel): + subject_text: Optional[str] = Field(None) + object_id: Optional[str] = Field(None) + object_text: Optional[str] = Field(None) + + +class STORMSChecklist(ConfiguredBaseModel): + """ + The complete STORMS checklist. + """ + abstract_structured_or_unstructured: Optional[str] = Field(None, description="""Abstract should include information on background, methods, results, and conclusions in structured or unstructured format.""") + abstract_study_design: Optional[str] = Field(None, description="""State study design in abstract.""") + abstract_sequencing_methods: Optional[str] = Field(None, description="""State the strategy used for metagenomic classification.""") + abstract_specimens: Optional[str] = Field(None, description="""Describe body site(s) studied.""") + introduction_background_and_rationale: Optional[str] = Field(None, description="""Summarize the underlying background, scientific evidence, or theory driving the current hypothesis as well as the study objectives.""") + introduction_hypotheses: Optional[str] = Field(None, description="""State the pre-specified hypothesis. If the study is exploratory, state any pre-specified study objectives.""") + methods_study_design: Optional[str] = Field(None, description="""Describe the study design.""") + methods_participants: Optional[str] = Field(None, description="""State what the population of interest is, and the method by which participants are sampled from that population.""") + methods_geographic_location: Optional[str] = Field(None, description="""State the geographic region(s) where participants were sampled from.""") + methods_relevant_dates: Optional[str] = Field(None, description="""State the start and end dates for recruitment, follow-up, and data collection.""") + methods_eligibility_criteria: Optional[str] = Field(None, description="""List any criteria for inclusion and exclusion of recruited participants.""") + methods_antibiotics_usage: Optional[str] = Field(None, description="""List what is known about antibiotics usage before or during sample collection.""") + methods_analytic_sample_size: Optional[str] = Field(None, description="""Explain how the final analytic sample size was calculated, including the number of cases and controls if relevant, and reasons for dropout at each stage of the study.""") + methods_longitudinal_studies: Optional[str] = Field(None, description="""For longitudinal studies, state how many follow-ups were conducted, describe sample size at follow-up by group or condition, and discuss any loss to follow-up.""") + methods_matching: Optional[str] = Field(None, description="""For matched studies, give matching criteria.""") + methods_ethics: Optional[str] = Field(None, description="""State the name of the institutional review board that approved the study and protocols, protocol number and date of approval, and procedures for obtaining informed consent from participants.""") + methods_laboratory_methods: Optional[str] = Field(None, description="""State the laboratory/center where laboratory work was done.""") + methods_specimen_collection: Optional[str] = Field(None, description="""State the body site(s) sampled from and how specimens were collected.""") + methods_shipping: Optional[str] = Field(None, description="""Describe how samples were stored and shipped to the laboratory.""") + methods_storage: Optional[str] = Field(None, description="""Describe how the laboratory stored samples, including time between collection and storage and any preservation buffers or refrigeration used.""") + methods_dna_extraction: Optional[str] = Field(None, description="""Provide DNA extraction method, including kit and version if relevant.""") + methods_human_dna_sequence_depletion_or_microbial_dna_enrichment: Optional[str] = Field(None, description="""Describe whether human DNA sequence depletion or enrichment of microbial or viral DNA was performed.""") + methods_primer_selection: Optional[str] = Field(None, description="""Provide primer selection and DNA amplification methods as well as variable region sequenced (if applicable).""") + methods_positive_controls: Optional[str] = Field(None, description="""Describe any positive controls (mock communities) if used.""") + methods_negative_controls: Optional[str] = Field(None, description="""Describe any negative controls if used.""") + methods_contaminant_mitigation_and_identification: Optional[str] = Field(None, description="""Provide any laboratory or computational methods used to control for or identify microbiome contamination from the environment, reagents, or laboratory.""") + methods_replication: Optional[str] = Field(None, description="""Describe any biological or technical replicates included in the sequencing, including which steps were replicated between them.""") + methods_sequencing_strategy: Optional[str] = Field(None, description="""Major divisions of strategy, such as shotgun or amplicon sequencing.""") + methods_sequencing_methods: Optional[str] = Field(None, description="""State whether experimental quantification was used (QMP/cell count based, spike-in based) or whether relative abundance methods were applied.""") + methods_batch_effects: Optional[str] = Field(None, description="""Detail any blocking or randomization used in study design to avoid confounding of batches with exposures or outcomes. Discuss any likely sources of batch effects, if known.""") + methods_metatranscriptomics: Optional[str] = Field(None, description="""Detail whether any mRNA enrichment was performed and whether/how retrotranscription was performed prior to sequencing. Provide size range of isolated transcripts. Describe whether the sequencing library was stranded or not. Provide details on sequencing methods and platforms.""") + methods_metaproteomics: Optional[str] = Field(None, description="""Detail which protease was used for digestion. Provide details on proteomic methods and platforms (e.g. LC-MS/MS, instrument type, column type, mass range, resolution, scan speed, maximum injection time, isolation window, normalised collision energy, and resolution).""") + methods_metabolomics: Optional[str] = Field(None, description="""Specify the analytic method used (such as nuclear magnetic resonance spectroscopy or mass spectrometry). For mass spectrometry, detail which fractions were obtained (polar and/or non polar) and how these were analyzed. Provide details on metabolomics methods and platforms (e.g. derivatization, instrument type, injection type, column type and instrument settings).""") + results_descriptive_data: Optional[str] = Field(None, description="""Give characteristics of study participants (e.g. dietary, demographic, clinical, social) and information on exposures and potential confounders.""") + results_microbiome_data: Optional[str] = Field(None, description="""Report descriptive findings for microbiome analyses with all applicable outcomes and covariates.""") + results_taxonomy: Optional[str] = Field(None, description="""Identify taxonomy using standardized taxon classifications that are sufficient to uniquely identify taxa.""") + results_differential_abundance: Optional[str] = Field(None, description="""Report results of differential abundance analysis by the variable of interest and (if applicable) by time, clearly indicating the direction of change and total number of taxa tested.""") + results_other_data_types: Optional[str] = Field(None, description="""Report other data analyzed--e.g. metabolic function, functional potential, MAG assembly, and RNAseq.""") + results_other_statistical_analysis: Optional[str] = Field(None, description="""Report any statistical data analysis not covered above.""") + discussion_key_results: Optional[str] = Field(None, description="""Summarize key results with reference to study objectives.""") + discussion_interpretation: Optional[str] = Field(None, description="""Give a cautious overall interpretation of results considering objectives, limitations, multiplicity of analyses, results from similar studies, and other relevant evidence.""") + discussion_limitations: Optional[str] = Field(None, description="""Discuss limitations of the study, taking into account sources of potential bias or imprecision.""") + discussion_bias: Optional[str] = Field(None, description="""Discuss any potential for bias to influence study findings.""") + discussion_generalizability: Optional[str] = Field(None, description="""Discuss the generalizability (external validity) of the study results.""") + discussion_ongoing_future_work: Optional[str] = Field(None, description="""Describe potential future research or ongoing research based on the study's findings.""") + other_information_funding: Optional[str] = Field(None, description="""Give the source of funding and the role of the funders for the present study and, if applicable, for the original study on which the present article is based.""") + other_information_acknowledgements: Optional[str] = Field(None, description="""Include acknowledgements of those who contributed to the research but did not meet criteria for authorship.""") + other_information_conflicts_of_interest: Optional[str] = Field(None, description="""Include a conflicts of interest statement.""") + other_information_supplements: Optional[str] = Field(None, description="""Indicate where supplements may be accessed and what materials they contain.""") + other_information_supplementary_data: Optional[str] = Field(None, description="""Provide supplementary data files of results with all taxa and all outcome variables analyzed. Indicate the taxonomic level of all taxa.""") + + +# Model rebuild +# see https://pydantic-docs.helpmanual.io/usage/models/#rebuilding-a-model +ExtractionResult.model_rebuild() +NamedEntity.model_rebuild() +CompoundExpression.model_rebuild() +Triple.model_rebuild() +TextWithTriples.model_rebuild() +TextWithEntity.model_rebuild() +RelationshipType.model_rebuild() +Publication.model_rebuild() +AnnotatorResult.model_rebuild() +STORMSChecklist.model_rebuild() + diff --git a/src/ontogpt/templates/storms.yaml b/src/ontogpt/templates/storms.yaml new file mode 100644 index 000000000..da1fbedda --- /dev/null +++ b/src/ontogpt/templates/storms.yaml @@ -0,0 +1,228 @@ +id: https://w3id.org/ontogpt/storms +name: storms-template +title: Storms Evaluation Template +description: >- + A template for extracting information using STORMS checklist +license: https://creativecommons.org/publicdomain/zero/1.0/ +see_also: + - https://www.nature.com/articles/s41591-021-01552-x +prefixes: + rdf: http://www.w3.org/1999/02/22-rdf-syntax-ns# + linkml: https://w3id.org/linkml/ + storms: http://w3id.org/ontogpt/storms/ + +default_prefix: storms +default_range: string + +imports: + - linkml:types + - core + +classes: + STORMSChecklist: + tree_root: true + description: A checklist of items that should be reported in a microbiome study. Try and provide a value for ALL items. If an item is not reported, say NOT REPORTED. + annotations: + prompt: Try and provide a value for ALL items. If an item is not reported, say NOT REPORTED + attributes: + abstract_structured_or_unstructured: + description: Abstract should include information on background, methods, results, and conclusions in structured or unstructured format. + slot_group: abstract + range: string + abstract_study_design: + description: State study design in abstract. + slot_group: abstract + range: string + abstract_sequencing_methods: + description: State the strategy used for metagenomic classification. + slot_group: abstract + range: string + abstract_specimens: + description: Describe body site(s) studied. + slot_group: abstract + range: string + introduction_background_and_rationale: + description: Summarize the underlying background, scientific evidence, or theory driving the current hypothesis as well as the study objectives. + slot_group: introduction + range: string + introduction_hypotheses: + description: State the pre-specified hypothesis. If the study is exploratory, state any pre-specified study objectives. + slot_group: introduction + range: string + methods_study_design: + description: Describe the study design. + slot_group: methods + range: string + methods_participants: + description: State what the population of interest is, and the method by which participants are sampled from that population. + slot_group: methods + range: string + methods_geographic_location: + description: State the geographic region(s) where participants were sampled from. + slot_group: methods + range: string + methods_relevant_dates: + description: State the start and end dates for recruitment, follow-up, and data collection. + slot_group: methods + range: string + methods_eligibility_criteria: + description: List any criteria for inclusion and exclusion of recruited participants. + slot_group: methods + range: string + methods_antibiotics_usage: + description: List what is known about antibiotics usage before or during sample collection. + slot_group: methods + range: string + methods_analytic_sample_size: + description: Explain how the final analytic sample size was calculated, including the number of cases and controls if relevant, and reasons for dropout at each stage of the study. + slot_group: methods + range: string + methods_longitudinal_studies: + description: For longitudinal studies, state how many follow-ups were conducted, describe sample size at follow-up by group or condition, and discuss any loss to follow-up. + slot_group: methods + range: string + methods_matching: + description: For matched studies, give matching criteria. + slot_group: methods + range: string + methods_ethics: + description: State the name of the institutional review board that approved the study and protocols, protocol number and date of approval, and procedures for obtaining informed consent from participants. + slot_group: methods + range: string + methods_laboratory_methods: + description: State the laboratory/center where laboratory work was done. + slot_group: methods + range: string + methods_specimen_collection: + description: State the body site(s) sampled from and how specimens were collected. + slot_group: methods + range: string + methods_shipping: + description: Describe how samples were stored and shipped to the laboratory. + slot_group: methods + range: string + methods_storage: + description: Describe how the laboratory stored samples, including time between collection and storage and any preservation buffers or refrigeration used. + slot_group: methods + range: string + methods_dna_extraction: + description: Provide DNA extraction method, including kit and version if relevant. + slot_group: methods + range: string + methods_human_dna_sequence_depletion_or_microbial_dna_enrichment: + description: Describe whether human DNA sequence depletion or enrichment of microbial or viral DNA was performed. + slot_group: methods + range: string + methods_primer_selection: + description: Provide primer selection and DNA amplification methods as well as variable region sequenced (if applicable). + slot_group: methods + range: string + methods_positive_controls: + description: Describe any positive controls (mock communities) if used. + slot_group: methods + range: string + methods_negative_controls: + description: Describe any negative controls if used. + slot_group: methods + range: string + methods_contaminant_mitigation_and_identification: + description: Provide any laboratory or computational methods used to control for or identify microbiome contamination from the environment, reagents, or laboratory. + slot_group: methods + range: string + methods_replication: + description: Describe any biological or technical replicates included in the sequencing, including which steps were replicated between them. + slot_group: methods + range: string + methods_sequencing_strategy: + description: Major divisions of strategy, such as shotgun or amplicon sequencing. + slot_group: methods + range: string + methods_sequencing_methods: + description: State whether experimental quantification was used (QMP/cell count based, spike-in based) or whether relative abundance methods were applied. + slot_group: methods + range: string + methods_batch_effects: + description: Detail any blocking or randomization used in study design to avoid confounding of batches with exposures or outcomes. Discuss any likely sources of batch effects, if known. + slot_group: methods + range: string + methods_metatranscriptomics: + description: Detail whether any mRNA enrichment was performed and whether/how retrotranscription was performed prior to sequencing. Provide size range of isolated transcripts. Describe whether the sequencing library was stranded or not. Provide details on sequencing methods and platforms. + slot_group: methods + range: string + methods_metaproteomics: + description: Detail which protease was used for digestion. Provide details on proteomic methods and platforms (e.g. LC-MS/MS, instrument type, column type, mass range, resolution, scan speed, maximum injection time, isolation window, normalised collision energy, and resolution). + slot_group: methods + range: string + methods_metabolomics: + description: Specify the analytic method used (such as nuclear magnetic resonance spectroscopy or mass spectrometry). For mass spectrometry, detail which fractions were obtained (polar and/or non polar) and how these were analyzed. Provide details on metabolomics methods and platforms (e.g. derivatization, instrument type, injection type, column type and instrument settings). + slot_group: methods + range: string + results_descriptive_data: + description: Give characteristics of study participants (e.g. dietary, demographic, clinical, social) and information on exposures and potential confounders. + slot_group: results + range: string + results_microbiome_data: + description: Report descriptive findings for microbiome analyses with all applicable outcomes and covariates. + slot_group: results + range: string + results_taxonomy: + description: Identify taxonomy using standardized taxon classifications that are sufficient to uniquely identify taxa. + slot_group: results + range: string + results_differential_abundance: + description: Report results of differential abundance analysis by the variable of interest and (if applicable) by time, clearly indicating the direction of change and total number of taxa tested. + slot_group: results + range: string + results_other_data_types: + description: Report other data analyzed--e.g. metabolic function, functional potential, MAG assembly, and RNAseq. + slot_group: results + range: string + results_other_statistical_analysis: + description: Report any statistical data analysis not covered above. + slot_group: results + range: string + discussion_key_results: + description: Summarize key results with reference to study objectives. + slot_group: discussion + range: string + discussion_interpretation: + description: Give a cautious overall interpretation of results considering objectives, limitations, multiplicity of analyses, results from similar studies, and other relevant evidence. + slot_group: discussion + range: string + discussion_limitations: + description: Discuss limitations of the study, taking into account sources of potential bias or imprecision. + slot_group: discussion + range: string + discussion_bias: + description: Discuss any potential for bias to influence study findings. + slot_group: discussion + range: string + discussion_generalizability: + description: Discuss the generalizability (external validity) of the study results. + slot_group: discussion + range: string + discussion_ongoing_future_work: + description: Describe potential future research or ongoing research based on the study's findings. + slot_group: discussion + range: string + other_information_funding: + description: Give the source of funding and the role of the funders for the present study and, if applicable, for the original study on which the present article is based. + slot_group: other_information + range: string + other_information_acknowledgements: + description: Include acknowledgements of those who contributed to the research but did not meet criteria for authorship. + slot_group: other_information + range: string + other_information_conflicts_of_interest: + description: Include a conflicts of interest statement. + slot_group: other_information + range: string + other_information_supplements: + description: Indicate where supplements may be accessed and what materials they contain. + slot_group: other_information + range: string + other_information_supplementary_data: + description: Provide supplementary data files of results with all taxa and all outcome variables analyzed. Indicate the taxonomic level of all taxa. + slot_group: other_information + range: string +