{"id":"W4200156550","doi":"10.3389/fsurg.2021.803750.s001","title":"Image_1_Oral Mucosa vs. Penile Skin Flap in Substitution Urethroplasty for Anterior Urethral Strictures: A Systematic Review and Meta-Analysis.TIF","year":2021,"lang":"en","type":"paratext","venue":"Figshare","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007335232,0.001820066,0.0113586,0.005481023,0.0004369119,0.002992474,0.001801278,0.002731628,0.01990551],"category_scores_gemma":[0.01633084,0.0008175428,0.02522695,0.004252299,0.0005027269,0.002065937,0.001269486,0.001565013,0.000745475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736379,"about_ca_system_score_gemma":0.002699009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00427307,"about_ca_topic_score_gemma":0.009908317,"domain_scores_codex":[0.9961901,0.00175392,0.0009120509,0.0003117555,0.0006574349,0.0001747004],"domain_scores_gemma":[0.9939884,0.004005444,0.001227794,0.0001402692,0.0005346916,0.0001034758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.005028111,0.00006056372,0.001487264,0.8034977,0.1546766,0.00009501307,0.00008127278,0.0002099246,0.0003696568,0.0001966553,0.002515032,0.03178224],"study_design_scores_gemma":[0.005809376,0.0009883721,0.006990802,0.1710401,0.8047247,0.000210638,0.0001072315,0.0004342919,0.0003042878,0.0004421391,0.008881537,0.00006645379],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"dataset","genre_scores_codex":[0.003985157,0.990681,0.0004119731,0.000744895,0.0004885593,0.001179782,0.00173757,0.00005206008,0.0007190786],"genre_scores_gemma":[0.1106715,0.8717975,0.003386758,0.003569945,0.001230238,0.004582899,0.002497642,0.00006229064,0.002201297],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.01990551,"threshold_uncertainty_score":0.06659055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831653147531158,"score_gpt":0.3417103468688367,"score_spread":0.3033938153935252,"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."}}