{"id":"W3007349864","doi":"10.1177/000313481908501223","title":"Efficacy of a Novel Surgical Manikin for Simulating Emergency Surgical Procedures","year":2019,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Thoracostomy; Surgery","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":[0.00199218,0.0003866804,0.000214747,0.000297229,0.0002055667,0.0004996091,0.0003941989,0.0002976524,0.003134679],"category_scores_gemma":[0.006528088,0.0001485501,0.0003645447,0.0001180539,0.0002210152,0.0003948292,0.0007358186,0.0003309011,0.0004842482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789701,"about_ca_system_score_gemma":0.0003865387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003317973,"about_ca_topic_score_gemma":0.0006678518,"domain_scores_codex":[0.998929,0.0005728654,0.00006833691,0.00008467182,0.0002773054,0.00006777363],"domain_scores_gemma":[0.9974495,0.001234159,0.0003834997,0.0001472849,0.0002941028,0.0004915895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01487774,0.02692275,0.299288,0.001857598,0.000253981,0.001135925,0.008126078,0.009099539,0.1182105,0.0006658327,0.003910715,0.5156514],"study_design_scores_gemma":[0.001480051,0.2572485,0.597213,0.0004731088,0.0004814985,0.004914206,0.0112691,0.05539677,0.05096256,0.0005069498,0.01977447,0.0002797326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962869,0.00008736608,0.001991213,0.00005968887,0.00002515205,0.00009606741,0.00002394616,0.00003439815,0.001395223],"genre_scores_gemma":[0.9928959,0.0001509956,0.005734981,0.00005483877,0.00002404036,0.00008911453,0.00007537584,0.000008805612,0.0009659128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003134679,"threshold_uncertainty_score":0.01053578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03630803776121189,"score_gpt":0.3424712141947294,"score_spread":0.3061631764335175,"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."}}