{"id":"W3183651185","doi":"10.1111/cod.13945","title":"Occupational contact dermatitis: Return to work using a multidisciplinary clinic model","year":2021,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Workplace Safety and Insurance Board","keywords":"Medicine; Multidisciplinary approach; Contact dermatitis; Irritant contact dermatitis; Personal protective equipment; Work (physics); Allergic contact dermatitis; Physical therapy; Disease; Allergy; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002006787,0.0004985153,0.0009795408,0.0002711041,0.0003776349,0.0002203266,0.0002325016,0.0002564686,0.001916181],"category_scores_gemma":[0.0003661443,0.0005113256,0.000435983,0.0006212547,0.00004294723,0.0006017422,0.0002845991,0.0004838238,0.00052595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515908,"about_ca_system_score_gemma":0.001143512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011939,"about_ca_topic_score_gemma":0.000250886,"domain_scores_codex":[0.9966221,0.0001523246,0.001157518,0.0006460849,0.0007096409,0.0007123214],"domain_scores_gemma":[0.9974025,0.0002927384,0.0002757962,0.0008299036,0.0005972259,0.0006018313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007639828,0.001957687,0.650793,0.001950708,0.002027678,0.01315737,0.01361612,0.001624922,0.04494849,0.002530576,0.2442638,0.02236573],"study_design_scores_gemma":[0.005095818,0.000232254,0.9223653,0.002880168,0.0003505219,0.002114555,0.001019504,0.04506647,0.005667273,0.0004070441,0.01367396,0.001127097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686661,0.00159363,0.01364128,0.006842846,0.0007300748,0.0009811898,0.0002318089,0.0002735913,0.0070395],"genre_scores_gemma":[0.9707215,0.0002378945,0.0149124,0.0113936,0.0003098905,0.00009538108,0.000366005,0.00008800309,0.001875327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715724,"threshold_uncertainty_score":0.9997338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0484349349229081,"score_gpt":0.3288842152764577,"score_spread":0.2804492803535496,"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."}}