{"id":"W4232475394","doi":"10.1016/j.clindermatol.2013.06.009","title":"Diagnosing onychomycosis","year":2013,"lang":"en","type":"article","venue":"Clinics in Dermatology","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mediprobe Research (Canada)","funders":"","keywords":"Gold standard (test); Diagnostic test; Medicine; Direct examination; Dermatology; Polymerase chain reaction; Pathology; Biology; Radiology; Veterinary medicine","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":[0.0006960973,0.001307884,0.0007704874,0.003210088,0.0009693973,0.001802596,0.0007426901,0.001786129,0.004101022],"category_scores_gemma":[0.003336706,0.0006938289,0.0005861496,0.0008850498,0.0005563868,0.001460253,0.0006701787,0.001657913,0.00192507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005190312,"about_ca_system_score_gemma":0.0005560319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003625,"about_ca_topic_score_gemma":0.003437196,"domain_scores_codex":[0.998437,0.0002452191,0.0001984315,0.0001671211,0.0005848458,0.0003673907],"domain_scores_gemma":[0.9988096,0.0003688062,0.0001475608,0.00009534579,0.0003422758,0.0002364521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008078149,0.0005771847,0.5180183,0.0005583414,0.0001007142,0.1987587,0.0005986782,0.0002500737,0.0834247,0.0008102461,0.01115484,0.1849403],"study_design_scores_gemma":[0.00005895014,0.0006691004,0.2698646,0.0008424692,0.0003188903,0.6523457,0.00218873,0.00200105,0.04550255,0.001212137,0.02494342,0.00005234191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8635277,0.01980185,0.009111414,0.00445941,0.001554223,0.0003895428,0.0004390943,0.0004577712,0.1002591],"genre_scores_gemma":[0.9766654,0.007076219,0.008228154,0.001605795,0.0005467058,0.00002690221,0.0003361391,0.00004384657,0.005470839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004101022,"threshold_uncertainty_score":0.01371926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207626846210536,"score_gpt":0.342477369775503,"score_spread":0.3204011013133977,"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."}}