{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005417229,0.0001851813,0.0006269208,0.00008505816,0.00007387632,0.000007564013,0.0001264713,0.00004506503,0.000637314],"category_scores_gemma":[0.0003432053,0.0001199609,0.0003612653,0.0005298268,0.0001587315,0.00003739797,0.00004564925,0.0001648,0.00002538713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002273822,"about_ca_system_score_gemma":0.00007469105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005182,"about_ca_topic_score_gemma":0.000003989341,"domain_scores_codex":[0.9983615,0.00006001034,0.0005314428,0.0003044608,0.0003711818,0.0003713873],"domain_scores_gemma":[0.9972218,0.001837203,0.0003351651,0.0003318559,0.0001403536,0.000133661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03141495,0.003483594,0.7195455,0.0008235748,0.000963584,0.0001363682,0.002197609,0.01598952,0.004605176,0.01473939,0.000502715,0.205598],"study_design_scores_gemma":[0.05616319,0.002870512,0.563935,0.0005832356,0.0005175247,0.0003931696,0.002258266,0.1180213,0.001373743,0.0002212213,0.2524119,0.001250878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908766,0.00008067875,0.0001136356,0.0004485976,0.0001316815,0.0007690723,0.000009214778,0.00007986384,0.007490719],"genre_scores_gemma":[0.9984308,0.00002513304,0.0002271863,0.0001001851,0.0001884563,0.00001990467,0.00002662262,0.00003571087,0.000945994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2519092,"threshold_uncertainty_score":0.6978141,"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."}}