{"id":"W2623878357","doi":"","title":"Design of Medical Simulators in Obstetrics","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Endoscope; Robot; Surgical robot; Invasive surgery; Computer science; Engineering; Artificial intelligence; Surgery; Simulation; Medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01027936,0.0003166644,0.0007849294,0.0005241494,0.00005525616,0.0000579911,0.001208847,0.001184624,0.0006030848],"category_scores_gemma":[0.02854339,0.0003214011,0.0002417069,0.0006474323,0.0004315751,0.0000503039,0.001401741,0.002155432,0.00001721161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390729,"about_ca_system_score_gemma":0.001007522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005677601,"about_ca_topic_score_gemma":0.0002305117,"domain_scores_codex":[0.9930645,0.003618094,0.0009580642,0.0006874324,0.001325682,0.0003461803],"domain_scores_gemma":[0.9865232,0.008064704,0.0005540746,0.002234053,0.002264153,0.0003598714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005156194,0.01514209,0.09868123,0.006331822,0.0008493726,0.00119188,0.03191709,0.0007397811,0.05378451,0.2412193,0.004254491,0.5453728],"study_design_scores_gemma":[0.006448968,0.000008338453,0.02477586,0.02942918,0.0003481834,0.0001398816,0.0002572375,0.1605675,0.7294551,0.01923057,0.02730357,0.002035563],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5572854,0.002454347,0.386813,0.01475344,0.0005044131,0.00226721,0.00004363661,0.0005360724,0.0353425],"genre_scores_gemma":[0.8980904,0.001631238,0.09888597,0.0001301109,0.00002031231,0.00006635136,0.0001406405,0.00005667309,0.0009783452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6756706,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03542127588711366,"score_gpt":0.2891835296905372,"score_spread":0.2537622538034235,"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."}}