{"id":"W2975009613","doi":"10.1097/der.0000000000000278","title":"Preventing Occupational Skin Disease: A Review of Training Programs","year":2017,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Cancer Care Ontario; Occupational Cancer Research Centre","funders":"","keywords":"Medicine; Generalizability theory; Context (archaeology); Health care; Disease; Nursing; Family medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002553982,0.0003548839,0.002380001,0.0001345883,0.0001123291,0.00005774604,0.000264908,0.0001157884,0.0004279544],"category_scores_gemma":[0.000401133,0.0002882389,0.001048762,0.0001263205,0.00007673265,0.0001530746,0.00009300925,0.0002565832,0.0000539903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005239461,"about_ca_system_score_gemma":0.00092598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001411902,"about_ca_topic_score_gemma":0.00000745141,"domain_scores_codex":[0.9977241,0.0001095004,0.001139928,0.0002814984,0.0004824169,0.0002625626],"domain_scores_gemma":[0.9976723,0.00008514519,0.001216667,0.0006894477,0.0001531051,0.0001833299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.328512e-7,0.00003427034,0.00003103492,0.3235909,0.0001494386,0.0000623568,0.00004793893,3.163529e-9,6.519643e-9,0.00004480285,0.004954177,0.6710846],"study_design_scores_gemma":[0.0001243955,0.00001289137,0.0009531481,0.4128949,0.0008522212,0.0001700257,0.000004688935,0.000001515515,7.47719e-8,0.000008605954,0.5848344,0.0001431126],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002827512,0.9943053,0.00001592177,0.0003528622,0.0001774833,0.001693326,0.0001561209,0.00004982476,0.00324634],"genre_scores_gemma":[0.00004269011,0.9957206,0.0004930823,0.0004924819,0.0002424005,0.0003749115,0.001836428,0.00004923245,0.0007481952],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6709415,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383083296966268,"score_gpt":0.3983359334471927,"score_spread":0.2600276037505659,"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."}}