{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003520783,0.0001133759,0.0002425293,0.0006253714,0.0004170432,0.00052266,0.0001690029,0.0003966274,0.004050181],"category_scores_gemma":[0.002384727,0.0001536292,0.0004170098,0.0007843755,0.0001880201,0.0003633067,0.0003353657,0.0006131293,0.0003039884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401153,"about_ca_system_score_gemma":0.0003640878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007578528,"about_ca_topic_score_gemma":0.005260111,"domain_scores_codex":[0.9996272,0.00006531052,0.00005498313,0.00006237325,0.00006790903,0.0001221486],"domain_scores_gemma":[0.9983633,0.0004196699,0.0006689816,0.00003558429,0.00009909188,0.0004132792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003312626,0.00004187228,0.9991454,0.000005417485,0.00001051132,0.000078335,0.00009041783,0.00002314677,0.00003887247,0.00001099166,0.00008996952,0.0004319095],"study_design_scores_gemma":[0.000004679333,0.0001297639,0.998881,0.000007255438,0.000007067926,0.0003480419,0.0003654327,0.0001203951,0.00002078836,0.00001406172,0.00009834809,0.000003128302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992238,0.0001013763,0.00001338175,0.00005681499,0.000003228183,0.00000502085,0.0002663707,0.00000130236,0.0003286436],"genre_scores_gemma":[0.9996506,0.00003565305,0.00001252742,0.00003248377,0.000003854369,0.000006610894,0.0001755105,8.495556e-7,0.0000820331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007578528,"threshold_uncertainty_score":0.01506883,"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."}}