{"id":"W2436524487","doi":"10.1097/sih.0000000000000124","title":"A Novel Mammoplasty Part-Task Trainer for Simulation of Breast Augmentation","year":2016,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Trainer; Medicine; Certification; Plastic surgery; Task (project management); Surgery; Likert scale; Scale (ratio); Medical physics; Physical therapy; Medical education; Computer science; Psychology; 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":[0.0005553733,0.0003909809,0.0001895939,0.0002508714,0.0001669013,0.0002313811,0.0007508079,0.0004088721,0.006999343],"category_scores_gemma":[0.001207496,0.0001799094,0.0003513476,0.00007853803,0.0001658896,0.0002824665,0.0007105559,0.0002838701,0.001378062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276052,"about_ca_system_score_gemma":0.0004479824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000397845,"about_ca_topic_score_gemma":0.0005693346,"domain_scores_codex":[0.9998152,0.00004156742,0.00000935718,0.000044354,0.00006284328,0.00002673752],"domain_scores_gemma":[0.9995702,0.0001426123,0.00004141947,0.00005265455,0.00004949491,0.0001435785],"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":[0.002018353,0.005258263,0.03434867,0.0008702922,0.00007096912,0.001778941,0.00163926,0.01864258,0.4266004,0.0009373045,0.00619849,0.5016365],"study_design_scores_gemma":[0.001451779,0.05714929,0.181109,0.0004135376,0.0003850795,0.03469341,0.001405573,0.4434634,0.1744079,0.001787334,0.1033133,0.0004203729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8422095,0.0001980096,0.1487688,0.0004486432,0.0001278358,0.001337026,0.0003216396,0.001216904,0.005371556],"genre_scores_gemma":[0.7238568,0.0003071769,0.2615183,0.0002956027,0.00006149751,0.001353287,0.000558516,0.0001043925,0.01194443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006999343,"threshold_uncertainty_score":0.02341515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0751016835988373,"score_gpt":0.3881127925747756,"score_spread":0.3130111089759383,"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."}}