{"id":"W112824021","doi":"10.2310/6620.2010.09092","title":"Positivity Ratio and Reaction Index: Patch-Test Quality-Control Metrics Applied to the North American Contact Dermatitis Group Database","year":2010,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patch test; Medicine; Contact dermatitis; Dermatology; Nuclear chemistry; Nuclear medicine; Allergy; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003748934,0.0003156703,0.000607479,0.0002436871,0.0003600776,0.0002128735,0.0001731807,0.00007438154,0.0000473396],"category_scores_gemma":[0.0005826744,0.0002490922,0.0000974137,0.0006591768,0.0001239106,0.000406308,0.00009636976,0.0006066991,0.00008063303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006317194,"about_ca_system_score_gemma":0.00007124335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005243489,"about_ca_topic_score_gemma":0.05506424,"domain_scores_codex":[0.9979683,0.0001244709,0.0005898029,0.0003840574,0.000531568,0.0004018374],"domain_scores_gemma":[0.9976,0.0009024914,0.0003040141,0.0006919228,0.0001577972,0.0003438384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004892909,0.0003375455,0.8458734,0.0002061318,0.0002105129,0.0001550419,0.001510149,0.00000225582,0.03070204,0.002338693,0.02076931,0.09784598],"study_design_scores_gemma":[0.001633984,0.0001279658,0.9553663,0.00003885828,0.00009879492,0.0002824798,0.0003028491,0.0006597311,0.0008564069,0.0000169665,0.04031746,0.0002981757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714429,0.00006584074,0.007936006,0.01688044,0.0003191704,0.001170938,0.0005424125,0.000146574,0.001495716],"genre_scores_gemma":[0.9764768,0.0001870188,0.000615779,0.02181849,0.0002952447,0.0001777101,0.0003506947,0.00003733571,0.00004091147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094929,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040471045632174,"score_gpt":0.2564614243786844,"score_spread":0.2460567139223627,"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."}}