{"id":"W1965361981","doi":"10.1007/s00464-010-0913-5","title":"A comparison of early learning curves for complex bimanual coordination with open, laparoscopic, and flexible endoscopic instrumentation","year":2010,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council","funders":"","keywords":"Learning curve; Endoscope; Endoscopy; Task (project management); Medicine; Laparoscopy; Laparoscopic surgery; Endoscopic surgery; Instrumentation (computer programming); Abdominal surgery; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003519717,0.000572418,0.0007586277,0.001666389,0.0003150534,0.00106268,0.0008738171,0.000613638,0.004868119],"category_scores_gemma":[0.03895438,0.0002213516,0.0005087818,0.0007128966,0.0004260785,0.001430173,0.001449545,0.000763013,0.001099268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005311524,"about_ca_system_score_gemma":0.001406539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00176619,"about_ca_topic_score_gemma":0.001654802,"domain_scores_codex":[0.9984169,0.0002764067,0.0001792072,0.000206406,0.0006618516,0.0002592142],"domain_scores_gemma":[0.9665707,0.01899066,0.002773013,0.001774241,0.005252522,0.004638974],"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":[0.04400318,0.008115367,0.2142783,0.0008931336,0.0004106413,0.0003683862,0.003440442,0.02597235,0.01651483,0.002067426,0.002882858,0.681053],"study_design_scores_gemma":[0.001022352,0.04000178,0.8854097,0.0003076125,0.0003166494,0.001065882,0.001864059,0.04230019,0.01725834,0.003529821,0.006691033,0.0002325203],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897808,0.0004247251,0.005003229,0.00007706817,0.00005265696,0.0001281133,0.0003499308,0.0001523481,0.004031163],"genre_scores_gemma":[0.9944624,0.0002511922,0.002432005,0.00002390128,0.00001894637,0.0001154422,0.0005453264,0.00005658396,0.002094039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004868119,"threshold_uncertainty_score":0.01861423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611967564234596,"score_gpt":0.4066818915427867,"score_spread":0.3405622159004408,"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."}}