{"id":"W4200409305","doi":"10.1017/s0022215121004151","title":"A systematic review of facial plastic surgery simulation training models","year":2021,"lang":"en","type":"review","venue":"The Journal of Laryngology & Otology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Septoplasty; Fidelity; Face validity; Scale (ratio); Medicine; Computer science; Surgery; Medical physics; Physical therapy; Nose; Clinical psychology; Psychometrics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005862078,0.001554472,0.005210594,0.009283815,0.0006708416,0.001969018,0.00200371,0.001331208,0.007352102],"category_scores_gemma":[0.02832537,0.0008182239,0.005981793,0.009343718,0.0006450154,0.001954785,0.001393513,0.0008793414,0.0005307771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003181357,"about_ca_system_score_gemma":0.01272758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007965514,"about_ca_topic_score_gemma":0.02392552,"domain_scores_codex":[0.9948593,0.001933464,0.001719923,0.0002902395,0.001062855,0.0001342199],"domain_scores_gemma":[0.984902,0.01084142,0.002360101,0.0002356131,0.001473855,0.0001871357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001161438,0.00001794935,0.0002934475,0.9484522,0.002736442,0.00007984009,0.0001442736,0.0001257692,0.00009623815,0.000197769,0.001455329,0.0462847],"study_design_scores_gemma":[0.0001391086,0.0001827105,0.001807628,0.9446735,0.02786051,0.0003277797,0.0002309008,0.0001065435,0.0001436379,0.000227755,0.02427216,0.0000277214],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001150769,0.9966496,0.0002759848,0.0002230143,0.0001086957,0.0005276696,0.0005199999,0.00001399612,0.0005303106],"genre_scores_gemma":[0.00905401,0.9890455,0.0007461257,0.0002063603,0.00003335684,0.0005274544,0.0002508151,0.000004895431,0.0001314538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009283815,"threshold_uncertainty_score":0.03100199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472087314621846,"score_gpt":0.3864210220045371,"score_spread":0.2392122905423525,"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."}}