{"id":"W7162139131","doi":"10.82308/47157","title":"The Montreal augmentation mammoplasty operation (MAMO) simulator: A novel method of training and assessing competence in plastic surgery","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Delphi; Augmentation Mammoplasty; Observational study; Delphi method; Plastic surgery; Trainer; Mammoplasty","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001548241,0.0008577229,0.0002616749,0.0008811418,0.0003534836,0.0004204151,0.0006939073,0.0004194713,0.003995909],"category_scores_gemma":[0.003150771,0.0002571143,0.000436121,0.0003234214,0.0005085291,0.0004172861,0.001121734,0.0003834999,0.0004863757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006225473,"about_ca_system_score_gemma":0.002066398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007658819,"about_ca_topic_score_gemma":0.02095732,"domain_scores_codex":[0.9990632,0.0004432962,0.00003847832,0.0001061999,0.0002869263,0.00006191975],"domain_scores_gemma":[0.9984161,0.00059125,0.0002430123,0.0001350555,0.0003139135,0.0003007167],"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":[0.002030614,0.004706551,0.1523081,0.001411085,0.000171216,0.001257944,0.005510146,0.01298401,0.3239014,0.002543436,0.007246989,0.4859285],"study_design_scores_gemma":[0.0006156595,0.0391608,0.7439992,0.0005384262,0.0003224917,0.007245983,0.003542923,0.06468102,0.0887344,0.001348985,0.04906582,0.0007442372],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9054275,0.0005570226,0.07709934,0.0003978565,0.0001081017,0.003197246,0.000916798,0.0006331342,0.0116631],"genre_scores_gemma":[0.8649088,0.0009869747,0.1242872,0.0001381711,0.00007303208,0.001961302,0.0005637044,0.0000653274,0.007015508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007658819,"threshold_uncertainty_score":0.01522845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481742992327161,"score_gpt":0.3617543755024686,"score_spread":0.296936945579197,"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."}}