{"id":"W1730366555","doi":"10.2310/6620.2010.10032","title":"Quantitative Risk Assessment of Contact Sensitization: Clinical Data to Assess Utility of the Model","year":2010,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sensitization; Risk assessment; Skin sensitization; Intensive care medicine; Immunology; Computer science","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":[0.0319817,0.001625462,0.001380695,0.002219758,0.0002646155,0.001676881,0.001587621,0.001881055,0.005134469],"category_scores_gemma":[0.09584197,0.0004330364,0.001969681,0.001339767,0.001304225,0.001986671,0.001363654,0.001629677,0.0009783859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009798743,"about_ca_system_score_gemma":0.001493643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189587,"about_ca_topic_score_gemma":0.0009090027,"domain_scores_codex":[0.9776818,0.01698073,0.001031614,0.001327268,0.002761407,0.0002172245],"domain_scores_gemma":[0.8791627,0.1045279,0.00603705,0.006268739,0.003520524,0.0004832089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.007183605,0.002083526,0.2438837,0.004446296,0.002895529,0.0008618115,0.0005598261,0.4237983,0.00948625,0.02300402,0.006810671,0.2749864],"study_design_scores_gemma":[0.0004401304,0.007899949,0.04364284,0.0005350414,0.0007446309,0.00232899,0.0002609553,0.9043713,0.004335586,0.0265909,0.008698339,0.0001513524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2243776,0.008165226,0.7416098,0.002679702,0.0003318216,0.002612507,0.005068516,0.0008628948,0.01429197],"genre_scores_gemma":[0.9318529,0.001216678,0.06226082,0.0004965189,0.0001272677,0.001146151,0.001614987,0.00006440379,0.001220171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0319817,"threshold_uncertainty_score":0.1691374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1498796092058171,"score_gpt":0.425295907419415,"score_spread":0.275416298213598,"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."}}