{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005882576,0.0001150947,0.0004564637,0.00004546277,0.00006583788,0.000017555,0.0002961878,0.00008341415,0.0001845395],"category_scores_gemma":[0.0010036,0.00008214357,0.0001153579,0.0001622598,0.000107353,0.0001910003,0.000270833,0.0003397198,0.000005244025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008302484,"about_ca_system_score_gemma":0.0002921421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929552,"about_ca_topic_score_gemma":0.0008593009,"domain_scores_codex":[0.998411,0.0001697127,0.0007135101,0.000221019,0.000358213,0.0001265215],"domain_scores_gemma":[0.9975172,0.0004708512,0.0003591887,0.001178072,0.0003788892,0.00009579017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002821586,0.0004502851,0.9300168,0.000285214,0.0002897872,0.00001296368,0.0006346926,0.0001118477,0.008800589,0.01237166,0.04109857,0.005899357],"study_design_scores_gemma":[0.0005173265,0.00006500415,0.7749201,0.0001006732,0.00008122056,0.00001454134,0.00009394345,0.2214908,0.0009691974,0.0002054505,0.001476655,0.00006504651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970679,0.00002410514,0.01591556,0.005897273,0.0003929388,0.0004967648,0.0008428577,0.00001784512,0.005733671],"genre_scores_gemma":[0.9798899,0.00008734407,0.01868611,0.001140857,0.00004355613,0.000005474639,0.00008766493,0.00001115822,0.00004795767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.221379,"threshold_uncertainty_score":0.3349717,"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."}}