{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002768569,0.00008398695,0.0002724977,0.00008641465,0.00002366549,0.000008430241,0.00005110218,0.0001078303,0.0004360731],"category_scores_gemma":[0.0001787531,0.00007217444,0.00007437103,0.0001053647,0.00005231966,0.00005094977,0.00003176678,0.000125829,0.001016729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003385393,"about_ca_system_score_gemma":0.0000428697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004538653,"about_ca_topic_score_gemma":0.000008438467,"domain_scores_codex":[0.999233,0.00003394939,0.0002899283,0.0001729606,0.00006172425,0.0002084415],"domain_scores_gemma":[0.9993203,0.0002552434,0.00004793007,0.0002279744,0.00003649615,0.0001120399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001518175,0.0003759727,0.9813923,0.00002641784,0.00002945483,0.0003394622,0.00002937452,3.532845e-7,0.00000650859,0.0003474877,0.004602081,0.01283541],"study_design_scores_gemma":[0.002663377,0.00007908595,0.9848011,0.00006933041,0.00006551693,0.0003495952,0.00006225354,0.0003557871,0.0001490958,0.00494168,0.00636573,0.00009751436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908521,0.0009131371,0.00001476789,0.002833508,0.0002429296,0.0002905459,0.000001738855,0.00003505682,0.004816186],"genre_scores_gemma":[0.9965718,0.0003870811,0.000575023,0.002178119,0.00003053615,0.00008636389,0.00001549507,0.00001223026,0.0001433032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01273789,"threshold_uncertainty_score":0.9997611,"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."}}