{"id":"W2954901926","doi":"10.12688/f1000research.18646.1","title":"Recent advances in therapies for onychomycosis and its management","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Medicine; Dermatophyte; Dermatology; Antifungal; Intensive care medicine; Griseofulvin; Nail disease; Nail (fastener); Nail plate; Drug; Antifungal drugs; Treatment modality; Surgery; Pharmacology; Psoriasis","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":[0.0002459946,0.0001980728,0.0003594926,0.0003129109,0.00004137019,0.00004408209,0.0001446492,0.0001157893,0.0002216294],"category_scores_gemma":[0.00004566497,0.0001588569,0.00009232021,0.0001274973,0.00003254808,0.00005575685,0.0004221304,0.000270891,0.00005683942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000170221,"about_ca_system_score_gemma":0.0001018702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009192492,"about_ca_topic_score_gemma":0.00001508542,"domain_scores_codex":[0.9984079,0.00005106025,0.0002037158,0.0005273118,0.0004356979,0.0003743355],"domain_scores_gemma":[0.9991781,0.000112831,0.00004453105,0.0003806576,0.0001366119,0.0001472902],"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":[0.002105901,0.0009901881,0.08584716,0.006368968,0.0006712326,0.000139384,0.0002235711,0.00003499013,0.00002681314,0.001448743,0.002758245,0.8993848],"study_design_scores_gemma":[0.00831707,0.0007528998,0.3697754,0.002041304,0.0002875691,0.000005144195,0.0004038551,0.0009874617,0.0002497803,0.006353231,0.6104282,0.0003980612],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3869615,0.575861,0.00005905025,0.005291706,0.000488183,0.01167412,0.000393525,0.00008054252,0.01919034],"genre_scores_gemma":[0.5208929,0.4691331,0.0005466993,0.0001348166,0.00009399159,0.001532272,0.0002540092,0.00005255249,0.007359676],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8989868,"threshold_uncertainty_score":0.6477997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0664000628462185,"score_gpt":0.4189412154860939,"score_spread":0.3525411526398754,"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."}}