{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007661712,0.000273825,0.0003666464,0.001249975,0.0005273611,0.0009268969,0.0004259177,0.0004707362,0.001508209],"category_scores_gemma":[0.002632309,0.0004172286,0.0006449795,0.002310824,0.000274046,0.0008993822,0.0007624105,0.0009590655,0.0003933828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008489876,"about_ca_system_score_gemma":0.0009615867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02040507,"about_ca_topic_score_gemma":0.02847783,"domain_scores_codex":[0.9990838,0.0001248177,0.0001543334,0.0002471138,0.0002335999,0.0001564505],"domain_scores_gemma":[0.9979771,0.0001958432,0.001070418,0.0001625912,0.0003115068,0.0002825414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000434715,0.0000447091,0.9989999,0.000009172063,0.00003273544,0.00003758746,0.00005760967,0.00001532816,0.00004366159,0.000008442129,0.00031064,0.00039676],"study_design_scores_gemma":[0.000008614956,0.00005209648,0.9987586,0.00001899189,0.00002720402,0.0002430741,0.0003102719,0.0001212066,0.00003466613,0.0000118137,0.0004087551,0.000004776775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935474,0.0002280825,0.00005842155,0.00008115509,0.00001038577,0.00003449459,0.005548224,0.000005317748,0.000486604],"genre_scores_gemma":[0.9941102,0.0002202744,0.000111917,0.0001206152,0.00001485706,0.0000558273,0.005130145,0.000005971956,0.0002303176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02040507,"threshold_uncertainty_score":0.04057258,"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."}}