{"id":"W4210481809","doi":"10.1136/oemed-2021-107486","title":"Asthma in pesticide users: an update from the Great Britain Prospective Investigation of Pesticide Applicators’ Health (PIPAH) cohort study","year":2022,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"Health and Safety Executive","keywords":"Asthma; Medicine; Wheeze; Logistic regression; Cohort; Incidence (geometry); Population; Environmental health; Pediatrics; Cohort study; Demography; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006658093,0.0001757367,0.0003690514,0.00009832348,0.0001943287,0.0000053119,0.0001018993,0.00002767122,0.0006798422],"category_scores_gemma":[0.00005767631,0.0001312698,0.00002779906,0.0002083603,0.0002935766,0.0001044654,0.00009652663,0.000251375,0.00000444654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350651,"about_ca_system_score_gemma":0.00009236483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060611,"about_ca_topic_score_gemma":0.0002087637,"domain_scores_codex":[0.9979159,0.0002195786,0.00049848,0.0004065278,0.0007888843,0.0001706907],"domain_scores_gemma":[0.9991627,0.0002081123,0.0002076554,0.0002449634,0.0000143113,0.0001622638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004758306,0.0003869463,0.9939842,0.000009388154,0.00004881561,0.00001279316,0.001671645,0.0001043647,0.0003999418,0.0001907914,0.0003675269,0.002347816],"study_design_scores_gemma":[0.002316483,0.001993645,0.9897527,0.00004387544,0.00005447655,0.00003175869,0.004152386,0.0004573417,0.00005204513,0.0007479364,0.0002906917,0.0001066457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953735,0.0002932045,0.0000850454,0.002537366,0.00005777677,0.001364651,0.0002120255,0.00001446097,0.00006201008],"genre_scores_gemma":[0.9950255,0.00003329148,0.0002648137,0.002002767,0.0001828177,0.0002475808,0.002192437,0.00001761403,0.0000332014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004231426,"threshold_uncertainty_score":0.7443795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422733696744739,"score_gpt":0.2670073755823575,"score_spread":0.2527800386149102,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}