{"id":"W2335565230","doi":"10.1097/der.0000000000000059","title":"Health Care Utilization Characteristics in Patch Test Patients","year":2014,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Referral; Health care; Limiting; Intervention (counseling); Test (biology); Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004732784,0.000102547,0.0002768759,0.00008922899,0.00005456805,0.00002615228,0.00004393402,0.00004475345,0.000074866],"category_scores_gemma":[0.000180755,0.00009895825,0.00003277967,0.0001164647,0.00001487854,0.00009197377,0.00002154181,0.00009030893,0.00006038877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000929344,"about_ca_system_score_gemma":0.00005510519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002667641,"about_ca_topic_score_gemma":0.0006407205,"domain_scores_codex":[0.9991332,0.00003765214,0.0003426808,0.0001249465,0.0001745138,0.0001870247],"domain_scores_gemma":[0.9994839,0.00005062127,0.0001027605,0.0001723897,0.0001038515,0.00008642329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001293822,0.00008125537,0.8457466,0.000244991,0.000003183893,0.00000604752,0.001629546,1.784701e-7,0.000003218369,0.00008936756,0.008108865,0.1440854],"study_design_scores_gemma":[0.00091746,0.0001247383,0.9098817,0.0002354498,0.000004203057,0.000007728114,0.0001268097,0.0005271976,0.00005242948,0.00001257381,0.08802631,0.00008340441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874239,0.0002271178,0.0003852578,0.006200393,0.0002528987,0.0004198953,0.00008191779,0.00007874196,0.0049299],"genre_scores_gemma":[0.9910755,0.0002338453,0.0001897929,0.007699057,0.00006919935,0.00001524131,0.0006411369,0.00001565519,0.00006058324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144002,"threshold_uncertainty_score":0.40354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277714778078175,"score_gpt":0.2599329207660803,"score_spread":0.2471557729852986,"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."}}