{"id":"W2913452347","doi":"10.1111/cod.13231","title":"Screening for hand dermatitis in healthcare workers: Comparing workplace screening with dermatologist photo screening","year":2019,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Public Health; Occupational Cancer Research Centre; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Contact dermatitis; Rash; Irritant contact dermatitis; Hand eczema; Hand dermatitis; Dermatology; Occupational Dermatitis; Health care; Occupational medicine; Allergic contact dermatitis; Occupational exposure; Family medicine; Allergy; Environmental health; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008830324,0.000382273,0.0005157141,0.001186411,0.0003842977,0.0007083127,0.0005143915,0.0007310305,0.001114383],"category_scores_gemma":[0.03505272,0.0002576799,0.0006408835,0.0006114761,0.0004771172,0.0006654997,0.000736704,0.000438339,0.0001452614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265374,"about_ca_system_score_gemma":0.001025873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01459063,"about_ca_topic_score_gemma":0.02577315,"domain_scores_codex":[0.9938817,0.002681737,0.000530332,0.0005825164,0.001953669,0.0003700789],"domain_scores_gemma":[0.9768972,0.01465655,0.004593675,0.0005259125,0.002288384,0.00103825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00333372,0.0003827149,0.9822478,0.0002339558,0.000278285,0.00004345561,0.0004609314,0.0000912012,0.0002530508,0.00002051478,0.0001058154,0.01254872],"study_design_scores_gemma":[0.0002430413,0.005144209,0.9922029,0.00009741574,0.000229924,0.0001336748,0.0005937779,0.0008775825,0.0002331458,0.00003660107,0.0001937013,0.0000140166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99834,0.0005459168,0.0001616381,0.00005128829,0.00002024138,0.00009011743,0.00007993454,0.000005023183,0.0007058718],"genre_scores_gemma":[0.9992748,0.0001611357,0.0002702687,0.00003794628,0.0000175793,0.00003317488,0.0001058911,0.000001328819,0.0000978004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01459063,"threshold_uncertainty_score":0.04669976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176019658891117,"score_gpt":0.2813264463401895,"score_spread":0.2495662497512783,"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."}}