{"id":"W4281297434","doi":"10.1177/15533506221081107","title":"Pilot Evaluation of a Novel, Low-Cost, Simulation Model for Training and Assessment of Laparoscopic Intracorporeal Continuous Suturing","year":2022,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Reliability (semiconductor); Simulation training; Task (project management); Laparoscopy; Surgery; Simulation; Computer science","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":[0.00204178,0.00009857814,0.0003326391,0.0002382996,0.00009307513,0.000007847768,0.00003300443,0.00003737817,0.00009016246],"category_scores_gemma":[0.0002196648,0.00009712437,0.00004445738,0.0005740162,0.00004826592,0.00008955843,0.00003070917,0.0001671553,4.532573e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019575,"about_ca_system_score_gemma":0.0002117343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008334995,"about_ca_topic_score_gemma":0.000001540345,"domain_scores_codex":[0.9983162,0.00006203543,0.000649473,0.0002071868,0.000627444,0.0001376591],"domain_scores_gemma":[0.9984513,0.0003986201,0.0003630386,0.000101072,0.0006504339,0.00003554779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006804866,0.0005532351,0.005765224,0.0001176907,0.00005463876,0.000001202911,0.0004951864,0.8411571,0.00398303,0.02412201,0.000003391842,0.1230668],"study_design_scores_gemma":[0.01260807,0.0003609454,0.009691291,0.00005519284,0.00008311802,0.000004680776,0.0001837724,0.9754797,0.0003272669,0.0008691333,0.000254087,0.00008280975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700114,0.00001709187,0.02657278,0.0001019044,0.0001160901,0.0009943225,0.00003607984,0.00002601166,0.002124283],"genre_scores_gemma":[0.9966097,0.000001482391,0.002759024,0.00005616175,0.00006832322,0.0001372402,0.0003292157,0.00001418019,0.00002470069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1343226,"threshold_uncertainty_score":0.3960617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330904471225153,"score_gpt":0.4285855035663391,"score_spread":0.1954950564438238,"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."}}