{"id":"W3184081075","doi":"10.1002/rcs.2313","title":"Neurosurgical performance between experts and trainees: Evidence from drilling task","year":2021,"lang":"en","type":"article","venue":"International Journal of Medical Robotics and Computer Assisted Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Jump; Fixation (population genetics); Laminectomy; Neurosurgery; Computer science; Physical medicine and rehabilitation; Surgery; Medicine; Spinal cord","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":[0.002098682,0.0003050068,0.0003276824,0.0006562277,0.0002732826,0.0005908456,0.0005132334,0.0006319709,0.003015845],"category_scores_gemma":[0.0151702,0.0001719271,0.0003096395,0.000223423,0.0005686678,0.0007921827,0.001123172,0.0003990814,0.0004915166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117763,"about_ca_system_score_gemma":0.0002986467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706048,"about_ca_topic_score_gemma":0.002684937,"domain_scores_codex":[0.9982716,0.00031577,0.000182622,0.0003890006,0.0005699504,0.0002710957],"domain_scores_gemma":[0.9799929,0.01055665,0.004096833,0.001052284,0.002109846,0.002191461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003846047,0.001525566,0.9466844,0.0005530408,0.0003576108,0.0004572876,0.006135772,0.0006158922,0.005626746,0.0001147797,0.0007054351,0.03337748],"study_design_scores_gemma":[0.00003348832,0.00198706,0.9943111,0.00006610829,0.00003631969,0.0002872939,0.001591104,0.0005098835,0.000618573,0.0001041141,0.0004352798,0.00001965214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988019,0.0001121771,0.0001779699,0.00001485571,0.000008457377,0.00001437284,0.00006870696,0.000002416378,0.0007990505],"genre_scores_gemma":[0.9992883,0.00006522782,0.0001831058,0.00002829893,0.000006660183,0.00001788569,0.0001348904,0.000002632515,0.0002732114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003015845,"threshold_uncertainty_score":0.01109904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07604284341306765,"score_gpt":0.3253301582351832,"score_spread":0.2492873148221156,"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."}}