{"id":"W4210332095","doi":"10.1007/s40266-021-00917-8","title":"Onychomycosis in Older Adults: Prevalence, Diagnosis, and Management","year":2022,"lang":"en","type":"article","venue":"Drugs & Aging","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mediprobe Research (Canada)","funders":"","keywords":"Medicine; Terbinafine; Itraconazole; Dermatology; Fluconazole; Polypharmacy; Dermatophyte; Antifungal; Psoriasis; Pharmacotherapy; Antifungal drug; Intensive care medicine; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.00006946845,0.00008647305,0.0001146334,0.0001289427,0.00008565508,0.00001145161,0.00004437843,0.000008588408,0.0003823484],"category_scores_gemma":[0.000003685605,0.00008253841,0.00003745004,0.0001810303,0.00001224799,0.00004387737,0.0001250178,0.00007703918,0.000008960851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009813735,"about_ca_system_score_gemma":0.000008893531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242357,"about_ca_topic_score_gemma":0.00000444325,"domain_scores_codex":[0.9992468,0.00002532029,0.0001146496,0.0002431206,0.0001990174,0.0001710539],"domain_scores_gemma":[0.9997156,0.00002310419,0.00002688845,0.0001520748,0.000007254513,0.00007510128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006481133,0.0005476229,0.9242751,0.0004811471,0.00005788078,0.0002607766,0.00157055,0.000003321249,5.572483e-7,0.0001091319,0.001346836,0.07128226],"study_design_scores_gemma":[0.004443431,0.00005642719,0.9856466,0.0005030945,0.0001592973,0.000008388194,0.001215377,0.00008118384,0.00001468936,0.00005138192,0.007725493,0.00009462889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890956,0.0060949,0.000001366281,0.0006930575,0.00006465444,0.0005733675,0.00001824212,0.00003228616,0.003426471],"genre_scores_gemma":[0.9950805,0.002679277,0.00009690509,0.0006672568,0.00001965454,0.0006415924,0.00002471987,0.00001278078,0.0007772864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07118763,"threshold_uncertainty_score":0.4186447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005590058657519084,"score_gpt":0.2530658475873165,"score_spread":0.2474757889297975,"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."}}