{"id":"W3127764796","doi":"10.1093/annweh/wxaa111","title":"A Qualitative Study to Identify Characteristics of a Desirable Training Program for Prevention of Occupational Skin Disease","year":2021,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Occupational Cancer Research Centre; University of Toronto; Public Health Ontario","funders":"","keywords":"Thematic analysis; Training (meteorology); Medical education; Medicine; Occupational safety and health; Qualitative research; Nursing; Work (physics); Psychology; Applied psychology","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":[0.0005169882,0.00006439821,0.0003800522,0.00005909655,0.00004047368,0.000008298631,0.00002439023,0.00001423849,0.00001418737],"category_scores_gemma":[0.000150426,0.0000590622,0.00008116932,0.0001375086,0.00002002642,0.00003710719,0.0000173073,0.0000321668,9.505649e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004622534,"about_ca_system_score_gemma":0.0002757843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004250605,"about_ca_topic_score_gemma":0.00006398057,"domain_scores_codex":[0.9989993,0.00008900791,0.0005033914,0.0001169638,0.0001708656,0.0001204802],"domain_scores_gemma":[0.9990508,0.00009648492,0.0002659257,0.00009827157,0.0003723839,0.0001161647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004240834,0.006850996,0.2026101,0.005222414,0.0006121295,0.00001315543,0.2924791,0.000005495619,0.0004003707,0.002232171,0.003459884,0.4818733],"study_design_scores_gemma":[0.0007703562,0.002585799,0.9668177,0.0008701956,0.00003162547,7.637673e-7,0.02792183,0.000005621702,0.0003336409,0.0003533576,0.000261984,0.00004708111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957275,0.0008923507,0.0003454382,0.001998601,0.00002893151,0.0009147429,0.00007648883,0.000005496632,0.00001043392],"genre_scores_gemma":[0.9969473,0.0001860005,0.002387376,0.0002234716,0.00003262275,0.00006283186,0.00007409472,0.000006274865,0.00008006657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7642077,"threshold_uncertainty_score":0.2408487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.297730286113798,"score_gpt":0.5365379119440713,"score_spread":0.2388076258302733,"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."}}