{"id":"W4376106854","doi":"10.1097/prs.0000000000010636","title":"Development and Evaluation of a High-Fidelity Rhinoplasty Simulator","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Hospital for Sick Children","funders":"","keywords":"High fidelity; Simulation; Fidelity; Computer science; Rhinoplasty; Engineering drawing; Human–computer interaction; Systems engineering; Engineering; Medicine; Electrical engineering","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":[0.00551809,0.0006508404,0.0002748708,0.0005042331,0.000376175,0.0006911785,0.001161903,0.0005677138,0.001814339],"category_scores_gemma":[0.01061891,0.000275985,0.0005138132,0.0001741103,0.0004593939,0.0004958237,0.001384174,0.0005434168,0.0004232518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006374327,"about_ca_system_score_gemma":0.001673028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184014,"about_ca_topic_score_gemma":0.001398837,"domain_scores_codex":[0.997683,0.001006004,0.0002120561,0.0001210426,0.0008580553,0.0001196985],"domain_scores_gemma":[0.9935546,0.002253958,0.0004627963,0.0005495175,0.002360826,0.0008183702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0026059,0.02697516,0.1444103,0.001839498,0.0003358651,0.001418122,0.006299534,0.1039328,0.2381768,0.001989154,0.004930319,0.4670866],"study_design_scores_gemma":[0.00195857,0.103179,0.2111528,0.000898849,0.0006215615,0.00516693,0.004328921,0.4107586,0.1958423,0.001461006,0.06400176,0.0006298312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614965,0.00009079318,0.03309321,0.0001311658,0.0000614696,0.002302241,0.0002205045,0.0002865367,0.00231764],"genre_scores_gemma":[0.859626,0.0002317803,0.1355825,0.00008897921,0.0000276741,0.001679913,0.001039085,0.00006521042,0.001658874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00551809,"threshold_uncertainty_score":0.02918279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07553047706090514,"score_gpt":0.3131992142008615,"score_spread":0.2376687371399563,"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."}}