{"id":"W4405341702","doi":"10.1002/ajim.23678","title":"Respiratory Ill‐Health and Welding Exposures: A Canadian Cohort Study","year":2024,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario; University of Alberta; University of Calgary","funders":"WorkSafe Victoria; Government of Alberta","keywords":"Medicine; Asthma; COPD; Wheeze; Chronic bronchitis; Bronchitis; Cohort; Cohort study; Internal medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001831064,0.0001606562,0.0007153099,0.0007365802,0.00009018141,0.00002276086,0.00008423252,0.00005261271,0.0001116268],"category_scores_gemma":[0.001033532,0.0001099419,0.00006173708,0.0006289558,0.000267311,0.00009811588,0.00001317744,0.0006890044,0.000004490944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574141,"about_ca_system_score_gemma":0.002859365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172251,"about_ca_topic_score_gemma":0.001635931,"domain_scores_codex":[0.9979643,0.0001799382,0.0007878259,0.0001991195,0.0006009578,0.0002678189],"domain_scores_gemma":[0.9980156,0.0002398812,0.0002932596,0.0001440289,0.0002469071,0.001060316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002967762,0.0000554116,0.6091212,0.0000106986,0.0003255577,0.0008415968,0.002154219,0.000001350288,0.00009077694,0.00004857971,0.01866228,0.3683915],"study_design_scores_gemma":[0.01470693,0.1259144,0.3567695,0.01047409,0.001141234,0.004014424,0.0803495,0.00003843131,0.0001232975,0.00005525057,0.4057487,0.0006642889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782226,0.002912678,0.00003001191,0.01659137,0.000989281,0.0004443963,0.000005577111,0.00001757028,0.0007865087],"genre_scores_gemma":[0.9919432,0.0001107533,0.00008294667,0.004035331,0.003730211,0.000004252352,0.000003596911,0.00002267584,0.00006697235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3870864,"threshold_uncertainty_score":0.9893193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04599001846846227,"score_gpt":0.3409793053880405,"score_spread":0.2949892869195782,"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."}}