{"id":"W2072424958","doi":"10.3109/0142159x.2012.731095","title":"Distributed Simulation in surgical training: An off-site feasibility study","year":2012,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Fidelity; Modalities; Surgical simulation; Computer science; Simulation training; Laparoscopic cholecystectomy; Medical education; Training (meteorology); Medical physics; Medicine; Simulation; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002619952,0.0001586626,0.0003985618,0.00007704107,0.00004950877,0.00001232905,0.00007546231,0.0002250786,0.007599976],"category_scores_gemma":[0.001512157,0.0001215356,0.000085974,0.0003477048,0.0000893906,0.0001649609,0.00003520101,0.0005790343,0.00006128557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145721,"about_ca_system_score_gemma":0.00007075105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003201096,"about_ca_topic_score_gemma":0.00003152319,"domain_scores_codex":[0.9974895,0.0004322441,0.0004694021,0.0003002096,0.0008644061,0.0004442867],"domain_scores_gemma":[0.9985248,0.0002367891,0.00004950117,0.0002702476,0.00004213772,0.0008764556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003078397,0.003585166,0.9393247,0.000005716926,0.00001899575,0.0001280501,0.003827774,0.000139442,9.814972e-7,0.00003034074,0.000008523969,0.05262242],"study_design_scores_gemma":[0.009386909,0.0002652818,0.8869695,0.0000300555,0.00003631499,0.00001901898,0.001590381,0.08519428,9.160892e-7,0.00002120575,0.01633625,0.000149858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925686,0.00007877724,0.0001586771,0.0003005394,0.0001247265,0.0004737628,0.00000234819,0.0001355651,0.006156969],"genre_scores_gemma":[0.9989688,0.000001007221,0.00002098315,0.0001366374,0.0004890001,0.00001435508,0.0001416609,0.00001832425,0.0002092429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08505484,"threshold_uncertainty_score":0.9933072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150335856460692,"score_gpt":0.4188429137430092,"score_spread":0.2685070572823173,"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."}}