{"id":"W4401985280","doi":"10.1159/000540704","title":"Patient Characteristics, Diagnostic Testing Utilization, and Antifungal Prescribing Pattern for Onychomycosis in the USA: A Cohort Study Using DataDerm, 2016–2022","year":2024,"lang":"en","type":"article","venue":"Skin Appendage Disorders","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Antifungal; Medicine; Cohort; Diagnostic test; Internal medicine; Intensive care medicine; Medical physics; Pediatrics; Dermatology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002255735,0.0002041099,0.0002415755,0.0001277224,0.0001762098,0.0001416804,0.00008086069,0.00003680599,0.00005346643],"category_scores_gemma":[0.0006075507,0.0001519502,0.00005765648,0.0002916954,0.00004712512,0.0001347803,0.00007116843,0.0001305866,0.000007290924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005495145,"about_ca_system_score_gemma":0.00007631688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009809249,"about_ca_topic_score_gemma":0.0003354101,"domain_scores_codex":[0.998587,0.0000783924,0.0003143063,0.0004747454,0.0002606884,0.0002848255],"domain_scores_gemma":[0.9989626,0.000587663,0.00006315563,0.0002720545,0.00004527472,0.00006929455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002688289,0.0006614961,0.8984169,0.000216139,0.0001216771,0.0001123124,0.001091916,0.000002745017,0.00001476805,0.00000611889,0.0002353436,0.09909365],"study_design_scores_gemma":[0.001029897,0.0002999037,0.9873278,0.0004853642,0.0004910007,0.00001487296,0.001987169,0.007626468,0.000005624217,0.00004532964,0.0005320974,0.0001544861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933133,0.001514447,0.001117219,0.0001099559,0.0002088894,0.003319302,0.0003177764,0.00003490696,0.00006426714],"genre_scores_gemma":[0.9989338,0.0002283957,0.00006932771,0.0001353745,0.00004920458,0.0001501465,0.0003737517,0.00003922568,0.00002075545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09893916,"threshold_uncertainty_score":0.6196349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0466162708512519,"score_gpt":0.3218589128033812,"score_spread":0.2752426419521293,"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."}}