{"id":"W4200194034","doi":"10.1111/jocd.14681","title":"Diagnosing onychomycosis: A step forward?","year":2021,"lang":"en","type":"review","venue":"Journal of Cosmetic Dermatology","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Convolutional neural network; Computer science; Artificial intelligence; Diagnostic accuracy; Process (computing); Medicine; Medical physics; Radiology","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":[0.001595399,0.0008345903,0.001429615,0.001968995,0.0002996609,0.0015895,0.0008948841,0.002004221,0.002926532],"category_scores_gemma":[0.002773476,0.0003168423,0.0007749596,0.00110279,0.0008628257,0.00291627,0.0006321513,0.003221614,0.001690108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000712664,"about_ca_system_score_gemma":0.001504449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001719081,"about_ca_topic_score_gemma":0.002448736,"domain_scores_codex":[0.9993699,0.0001264792,0.0001016215,0.00009411679,0.0002699714,0.00003788425],"domain_scores_gemma":[0.9981892,0.0009281647,0.0002184128,0.00003829218,0.0005458371,0.00008011637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006563487,0.00004730546,0.000367928,0.0210968,0.0001065935,0.000234699,0.00006507486,0.0002242405,0.0008801211,0.003075376,0.02000031,0.9538359],"study_design_scores_gemma":[0.00004837719,0.0002081589,0.003248443,0.041724,0.0004182258,0.007970793,0.0004874616,0.0003900167,0.001418274,0.009885035,0.9341319,0.00006944896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001169373,0.9967588,0.0003030149,0.001816749,0.0004352263,0.000006086439,0.000008237371,0.000008878464,0.0005462226],"genre_scores_gemma":[0.001461966,0.99603,0.000711955,0.0009117492,0.0005484264,0.000006613443,0.00001868832,0.000002430098,0.0003080974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002926532,"threshold_uncertainty_score":0.009790242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04430790264823298,"score_gpt":0.3897642737000262,"score_spread":0.3454563710517932,"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."}}