{"id":"W4377939154","doi":"10.1089/derm.2023.0085","title":"Patch Testing Results from the Massachusetts General Hospital Occupational and Contact Dermatitis Clinic, 2017–2022","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch test; Patch testing; Allergic contact dermatitis; Contact dermatitis; Allergen; Retrospective cohort study; Dermatology; Tertiary referral hospital; Referral; Surgery; Allergy; Family medicine; Immunology","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":[0.0005218576,0.0003283488,0.0003155677,0.001422534,0.0005384083,0.0006074532,0.000332166,0.0003168922,0.008419424],"category_scores_gemma":[0.001666806,0.0001862359,0.0003640825,0.001177391,0.0002238302,0.0004489227,0.0004190041,0.000399592,0.001329182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007383487,"about_ca_system_score_gemma":0.0005224075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007329086,"about_ca_topic_score_gemma":0.00973866,"domain_scores_codex":[0.9989995,0.0001372625,0.000147971,0.000183012,0.0004122034,0.0001199586],"domain_scores_gemma":[0.998149,0.0002177851,0.0008464706,0.00009300541,0.000455797,0.0002378678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001128047,0.00003775736,0.9894661,0.00008640916,0.00005602817,0.0007573339,0.00008749586,0.0000218163,0.0008577687,0.00001171904,0.002619216,0.005885595],"study_design_scores_gemma":[0.00001387554,0.0001681455,0.9932746,0.00005562722,0.00004909118,0.003369968,0.0001990678,0.0000712929,0.0004366152,0.00001075372,0.002346323,0.000004634654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769547,0.004002319,0.0003052224,0.0003710344,0.00007840549,0.0001352915,0.006471291,0.0000617328,0.01162006],"genre_scores_gemma":[0.9937186,0.0008157583,0.0002209487,0.0002462042,0.00007894407,0.00005213596,0.002847942,0.00001165344,0.002007886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008419424,"threshold_uncertainty_score":0.02816576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787084322610663,"score_gpt":0.2875180131431397,"score_spread":0.2496471699170331,"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."}}