{"id":"W2978743357","doi":"10.1097/prs.0000000000005911","title":"Reevaluating the Current Model of Rhinoplasty Training and Future Directions: A Role for Focused, Maneuver-Specific Simulation","year":2019,"lang":"en","type":"review","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Rhinoplasty; Medicine; Nose; Physical therapy; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03576823,0.0009404397,0.001573275,0.002221934,0.0016462,0.009897447,0.005290349,0.00351499,0.004164917],"category_scores_gemma":[0.04223617,0.0005590615,0.002049532,0.001442082,0.006660878,0.01122821,0.003398101,0.007412744,0.00105699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007832394,"about_ca_system_score_gemma":0.04257036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01933408,"about_ca_topic_score_gemma":0.03186538,"domain_scores_codex":[0.9872444,0.009258218,0.0007507676,0.0007132006,0.001635969,0.0003974044],"domain_scores_gemma":[0.9585262,0.02234993,0.002268513,0.003094811,0.008553787,0.005206813],"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":[0.0002748122,0.0007537618,0.01254848,0.01610504,0.0005526188,0.0002652443,0.01019704,0.01126107,0.001148498,0.1719328,0.0757065,0.6992542],"study_design_scores_gemma":[0.000279191,0.001637211,0.01571211,0.06376836,0.001079935,0.0009423578,0.02499373,0.02083474,0.00102544,0.2453217,0.6239173,0.000487912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.016049,0.2124071,0.05747365,0.6770581,0.008302334,0.000595215,0.0003770568,0.0007571536,0.02698039],"genre_scores_gemma":[0.3952819,0.2691977,0.2573167,0.06831824,0.002669682,0.001859985,0.0006776931,0.0002406917,0.00443737],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03576823,"threshold_uncertainty_score":0.1891627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732686490134508,"score_gpt":0.3578773474769429,"score_spread":0.1846086984634921,"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."}}