{"id":"W4376143461","doi":"10.1093/annweh/wxac087.104","title":"12 Exposure to Metals and Particles in Welding and Episodes of Asthma/Wheeze and Rhinitis: a Canadian Cohort Study.","year":2023,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Wheeze; Medicine; Asthma; Cohort; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008988827,0.0006972562,0.0006599359,0.001201082,0.003088326,0.001311718,0.001310729,0.001068478,0.00282867],"category_scores_gemma":[0.001123963,0.0009369873,0.001561895,0.003655288,0.0004582146,0.000460316,0.0008011776,0.00106904,0.0004656299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009891463,"about_ca_system_score_gemma":0.0126911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838858,"about_ca_topic_score_gemma":0.9860756,"domain_scores_codex":[0.9990928,0.00005913345,0.00005105689,0.000222261,0.0002949905,0.0002797363],"domain_scores_gemma":[0.9990754,0.00003435776,0.0001809126,0.00005805499,0.0003792742,0.0002719251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002070179,0.00008661475,0.9953035,0.00006505272,0.0002152844,0.0001426269,0.0004956871,0.00005535187,0.0003851687,0.00004245072,0.001105083,0.0018961],"study_design_scores_gemma":[0.00001812509,0.00003931883,0.9989569,0.00001993399,0.00005742777,0.00004319779,0.000259252,0.00008561969,0.00002393514,0.000008683999,0.0004782534,0.000009359254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855,0.001616586,0.0001676075,0.0002792112,0.00003454472,0.0001670716,0.01008552,0.00001780721,0.002131537],"genre_scores_gemma":[0.9928253,0.000891263,0.0003363227,0.0001591405,0.000011649,0.00007731569,0.003365273,0.000007891126,0.002325881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01611423,"threshold_uncertainty_score":0.07176793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.083251615046373,"score_gpt":0.3703514978757266,"score_spread":0.2870998828293536,"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."}}