{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000123142,0.0003859025,0.004293187,0.0004946408,0.00004856374,0.00003618282,0.0001823306,0.0003265848,0.0002402194],"category_scores_gemma":[0.0003621658,0.0002666969,0.001867684,0.0003354365,0.00006446019,0.00006188875,0.00006213239,0.0005827373,0.00007890405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001896559,"about_ca_system_score_gemma":0.001351965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001822207,"about_ca_topic_score_gemma":7.211357e-7,"domain_scores_codex":[0.9973124,0.0003007671,0.001439779,0.0002245488,0.0003817392,0.0003407631],"domain_scores_gemma":[0.9971486,0.000507115,0.001272818,0.0003580289,0.0003194956,0.000393973],"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":[0.00002627452,0.0006099544,0.0004423575,0.01000575,0.00273258,0.02025742,0.00001223532,5.352041e-8,5.040313e-8,0.00009700553,0.01712498,0.9486914],"study_design_scores_gemma":[0.001343041,0.0002021058,0.00004716135,0.02921503,0.01398734,0.08928446,0.00002356525,0.000001109823,0.000001067613,0.00004798302,0.8656923,0.0001548728],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000698442,0.9975778,0.0001810713,0.0003345163,0.0008083921,0.0003788919,0.0000151739,0.00001127316,0.0006229667],"genre_scores_gemma":[0.000215033,0.9976158,0.001390185,0.0002825354,0.0002361333,0.00002619277,0.00003419265,0.00005898986,0.000140935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9485365,"threshold_uncertainty_score":0.9999785,"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."}}