{"id":"W2114981635","doi":"10.1002/ajim.10208","title":"Validation of expert assessment of occupational exposures","year":2003,"lang":"en","type":"article","venue":"American Journal of Industrial Medicine","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Armand Frappier Museum; Institut National de la Recherche Scientifique","funders":"","keywords":"Checklist; Medicine; Occupational hygiene; Occupational exposure; Occupational medicine; Environmental health; Exposure assessment; Occupational safety and health; Psychology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1112952,0.0006811779,0.0006994952,0.001797266,0.0008260447,0.001231016,0.001470238,0.001203125,0.001755711],"category_scores_gemma":[0.2043086,0.0003771797,0.0008138221,0.0006184322,0.001145748,0.001316177,0.002496382,0.0006934264,0.001213502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006432925,"about_ca_system_score_gemma":0.001110181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009692863,"about_ca_topic_score_gemma":0.001260046,"domain_scores_codex":[0.8765123,0.08144423,0.01301548,0.008010801,0.01932218,0.001695064],"domain_scores_gemma":[0.666059,0.1723518,0.02219371,0.03945373,0.09754819,0.002393683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002794746,0.001319042,0.7415225,0.001575467,0.0007922658,0.0003450871,0.01284217,0.002775551,0.01497936,0.0007893773,0.003333311,0.2169312],"study_design_scores_gemma":[0.0004879317,0.006187848,0.8893307,0.001697426,0.0006379418,0.002120292,0.006027028,0.03106014,0.0327198,0.002328607,0.02717114,0.0002310782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973068,0.001034259,0.08119181,0.0004712553,0.0003895028,0.002917657,0.0006043656,0.0002549469,0.0158295],"genre_scores_gemma":[0.9414318,0.0003633653,0.05328109,0.0003483518,0.0001456565,0.001909474,0.0008847398,0.00005646432,0.001579017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112952,"threshold_uncertainty_score":0.5885923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.060265442581149,"score_gpt":0.365194458628727,"score_spread":0.3049290160475779,"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."}}