{"id":"W3008739244","doi":"10.1093/asj/sjaa048","title":"Step-Specific Simulation: The Utility of 3D Printing for the Fabrication of a Low-Cost, Learning Needs-Based Rhinoplasty Simulator","year":2020,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Rhinoplasty; Medicine; 3D printing; Modular design; 3d printed; Simulation; 3d printer; Medical physics; Surgery; Nose; Computer science; Mechanical engineering; Biomedical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001692992,0.0001373315,0.0003766785,0.00008940729,0.000277302,0.00003185702,0.0001131749,0.00006458275,0.0003184044],"category_scores_gemma":[0.0007916247,0.00008042942,0.0003533894,0.0005010217,0.0001361862,0.00006552493,0.00001932816,0.0003948454,0.000003742427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002012811,"about_ca_system_score_gemma":0.0001639249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001786397,"about_ca_topic_score_gemma":1.401115e-7,"domain_scores_codex":[0.9981765,0.000206761,0.0007909682,0.0001464049,0.0004620244,0.0002173494],"domain_scores_gemma":[0.9930364,0.005459378,0.0006333138,0.0002058936,0.0005286845,0.0001363018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009771958,0.0001036977,0.08948178,0.00005794822,0.00005103792,0.000004233098,0.0008966195,0.2831022,0.00003371569,0.00004743599,0.0001315463,0.6251125],"study_design_scores_gemma":[0.001934855,0.00007308197,0.02567782,0.0001587986,0.00007078565,0.00007611435,0.000683449,0.9401169,0.0003563862,0.00001679801,0.03074078,0.00009427693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.865187,0.0003056806,0.1303282,0.003165904,0.000198411,0.0005724314,0.000002686816,0.00003432856,0.0002053447],"genre_scores_gemma":[0.9992651,0.00001899515,0.0002487286,0.0002796845,0.0001387843,0.000008136746,0.000006076915,0.00002114311,0.00001331391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6570146,"threshold_uncertainty_score":0.3486305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08094691075204759,"score_gpt":0.3022108442784904,"score_spread":0.2212639335264428,"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."}}