{"id":"W2908831462","doi":"10.23736/s0392-0488.18.06001-7","title":"Evidence for biofilms in onychomycosis","year":2019,"lang":"it","type":"review","venue":"Giornale Italiano di Dermatologia e Venereologia","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Dermatophyte; Biofilm; Microbiology; Antifungal; Biology; Bacteria; Genetics","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006791128,0.002135609,0.00637687,0.001205145,0.0002394111,0.0001817649,0.001492334,0.002193377,0.000979925],"category_scores_gemma":[0.002143143,0.001715048,0.002983674,0.001681569,0.0005180564,0.0004594583,0.0005080652,0.001135486,0.004962015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208068,"about_ca_system_score_gemma":0.001893764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001669246,"about_ca_topic_score_gemma":0.00002542149,"domain_scores_codex":[0.9904124,0.0007489359,0.002961655,0.002572792,0.0008372536,0.002466932],"domain_scores_gemma":[0.9919307,0.002863736,0.001715748,0.002371416,0.0003743025,0.0007440657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001232449,0.002743071,0.7531205,0.08910911,0.003341154,0.004450514,0.0001410462,0.00003104293,0.00003001819,0.001008549,0.01901095,0.1257816],"study_design_scores_gemma":[0.01913675,0.003542288,0.096151,0.2568519,0.03155787,0.004261247,0.0005835319,0.0006254197,0.0003108761,0.0005580676,0.5794305,0.006990561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02039179,0.9663332,0.00004786025,0.000543632,0.002651504,0.007989291,0.001049155,0.0002011684,0.0007924222],"genre_scores_gemma":[0.08226544,0.9080492,0.0005812759,0.0006029491,0.0003282326,0.002266483,0.00132007,0.0002472596,0.00433908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6569695,"threshold_uncertainty_score":0.9999333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2292299404220842,"score_gpt":0.4045585489369737,"score_spread":0.1753286085148895,"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."}}