{"id":"W4381192998","doi":"10.1089/derm.2023.0090","title":"Characterizing Occupational Skin Disease Incidence, 2017–2021","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Incidence (geometry); Mount; Dermatology; Family medicine; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007945184,0.0003282565,0.0001837273,0.004657842,0.0003162267,0.001061168,0.0003804945,0.0003421186,0.003241548],"category_scores_gemma":[0.002130606,0.0001239345,0.0005738859,0.002519457,0.0002372873,0.0007350526,0.0007327589,0.0004008349,0.001491032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006948874,"about_ca_system_score_gemma":0.001088743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333796,"about_ca_topic_score_gemma":0.02427053,"domain_scores_codex":[0.9991363,0.000101152,0.0001414576,0.0001196439,0.0003185429,0.0001829755],"domain_scores_gemma":[0.9971774,0.0002805647,0.001270624,0.0001284167,0.0008986816,0.0002443067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001340597,0.00003629291,0.9844461,0.00007075242,0.00007084216,0.00006328117,0.000112106,0.0002029053,0.0009897765,0.0001417355,0.001790906,0.01194123],"study_design_scores_gemma":[0.00000166646,0.00004695743,0.9947283,0.00003215181,0.00001781258,0.000257533,0.0003039818,0.0002021534,0.0004779419,0.00003704662,0.003890648,0.000003940057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518623,0.00147076,0.001146923,0.0002070032,0.00009522534,0.00010098,0.02868418,0.00009469547,0.01633793],"genre_scores_gemma":[0.9708652,0.0009100232,0.000907964,0.00006454416,0.00006662325,0.00007748173,0.02274812,0.00003197374,0.004328055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01333796,"threshold_uncertainty_score":0.02652067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228394409734078,"score_gpt":0.2840112692779012,"score_spread":0.2617273251805604,"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."}}