{"id":"W4414113051","doi":"10.1177/17103568251378517","title":"Results of Photopatch Testing in Israel: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Dermatitis","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrospective cohort study; Allergic contact dermatitis; Single Center; Contact dermatitis; Atopic dermatitis; Cohort; Patch testing","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":[0.0007372266,0.0002767496,0.0003844227,0.0008476668,0.0004212885,0.0005816472,0.0003322221,0.0004132783,0.001730989],"category_scores_gemma":[0.001579349,0.0003538153,0.0003548126,0.0008816377,0.0003104003,0.0005557999,0.0003533035,0.000424022,0.0003390552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000347466,"about_ca_system_score_gemma":0.0003871289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002536887,"about_ca_topic_score_gemma":0.002109127,"domain_scores_codex":[0.9993088,0.0001329201,0.00009015818,0.0001980151,0.0001421861,0.0001277926],"domain_scores_gemma":[0.9986707,0.0002545468,0.0005821614,0.0001147872,0.0001676318,0.0002102584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000341629,0.00002022773,0.9993243,0.00000302546,0.00001233759,0.0001028238,0.00003331507,0.000006498779,0.00007724181,0.000003248899,0.00003105656,0.0003516123],"study_design_scores_gemma":[0.000005618811,0.000131519,0.9981567,0.000006724797,0.00002318623,0.001131873,0.0002405737,0.00008438218,0.00006706017,0.000008229367,0.0001400799,0.000003953682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994279,0.0001046111,0.00004892488,0.00001120677,0.000002292515,0.00001102786,0.0001786539,0.000001684974,0.000213712],"genre_scores_gemma":[0.9995286,0.0000730375,0.00004132018,0.00002052881,0.000006629918,0.00001001543,0.0002655506,0.000001619129,0.00005265698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002536887,"threshold_uncertainty_score":0.00579071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273671873469743,"score_gpt":0.2885209682361545,"score_spread":0.2757842495014571,"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."}}