{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01135459,0.0004793269,0.001197545,0.007382202,0.0004115222,0.001800838,0.001495787,0.0006484867,0.003215595],"category_scores_gemma":[0.04800669,0.000141742,0.001046004,0.005852163,0.0003940433,0.001118563,0.001140979,0.0005199393,0.0006364926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213628,"about_ca_system_score_gemma":0.001495123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008656858,"about_ca_topic_score_gemma":0.008355798,"domain_scores_codex":[0.9863381,0.003459744,0.003636072,0.00233861,0.003862945,0.000364538],"domain_scores_gemma":[0.9466188,0.01674466,0.02156814,0.004223642,0.009678618,0.001166223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004452707,0.0001181043,0.9515853,0.0005701452,0.0007549719,0.0001175478,0.0001128512,0.002379114,0.0004441325,0.0003334282,0.008074389,0.03506466],"study_design_scores_gemma":[0.0001260912,0.0002894841,0.9692067,0.0001676652,0.0006002032,0.001008132,0.0002381041,0.01795521,0.0008427059,0.0005642896,0.008956219,0.00004523075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7647303,0.004606529,0.02680682,0.0006427927,0.00007602682,0.002970981,0.1879573,0.00114768,0.0110614],"genre_scores_gemma":[0.8685448,0.0006455525,0.01879055,0.0001965383,0.00007180772,0.002488038,0.1086213,0.00009391493,0.0005474883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01135459,"threshold_uncertainty_score":0.06004953,"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."}}