{"id":"W4376269684","doi":"10.1055/a-2092-6564","title":"Surgical Training Simulators for Rhinoplasty: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Facial Plastic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Rhinoplasty; Medicine; Apprenticeship; MEDLINE; Observational study; Medical education; Medical physics; Surgery; Nose","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.006520306,0.00147329,0.005802188,0.005507866,0.0005760034,0.002046358,0.001908869,0.001785998,0.005995792],"category_scores_gemma":[0.02806472,0.0008617776,0.007314492,0.006944992,0.0005831512,0.002011467,0.001161205,0.0009410864,0.0004483959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175174,"about_ca_system_score_gemma":0.007770519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004247563,"about_ca_topic_score_gemma":0.01230954,"domain_scores_codex":[0.9944365,0.001957407,0.001917888,0.0003614825,0.001177019,0.000149728],"domain_scores_gemma":[0.9756334,0.01878549,0.003380633,0.0003197236,0.001616909,0.0002639629],"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":[0.0002200611,0.00003549169,0.0008907221,0.9538428,0.006936978,0.0001036925,0.0001741184,0.0001015514,0.0001016265,0.000110774,0.001305895,0.03617631],"study_design_scores_gemma":[0.0004244076,0.0004331667,0.006778326,0.8909391,0.07957809,0.0005230903,0.0004220891,0.0001501265,0.0002094337,0.0002271066,0.02026769,0.00004735993],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001661516,0.9969851,0.0001646669,0.0001766543,0.00007912081,0.0003483279,0.0003031649,0.0000119538,0.0002694284],"genre_scores_gemma":[0.01926401,0.9786773,0.000648975,0.0003227869,0.00006590351,0.0006756395,0.0002403257,0.000005982969,0.00009907036],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9941978,"threshold_uncertainty_score":0.03448308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2092405186068014,"score_gpt":0.397210987066851,"score_spread":0.1879704684600496,"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."}}