{"id":"W2417135482","doi":"10.1017/s0317167100051386","title":"What is Adequate Surgical Experience for Junior Neurosurgical Residents?","year":2010,"lang":"en","type":"letter","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Action (physics); Medicine; Medical emergency; Medical physics; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001722385,0.0002319154,0.0007454363,0.0007477736,0.002840814,0.001386746,0.0006726229,0.005953995,0.006068605],"category_scores_gemma":[0.02601531,0.0002178458,0.0003683525,0.0006219688,0.001221281,0.003138866,0.0007651628,0.003843102,0.001387715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002388276,"about_ca_system_score_gemma":0.003629401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005763448,"about_ca_topic_score_gemma":0.01359406,"domain_scores_codex":[0.9984266,0.0006171904,0.0002016377,0.00008148715,0.0003238396,0.0003493347],"domain_scores_gemma":[0.9909768,0.002390092,0.001249195,0.000106598,0.001337951,0.003939386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005461607,0.0005487477,0.1791283,0.001280543,0.00009556269,0.08645243,0.005341333,0.0004403846,0.001155481,0.004219433,0.543509,0.1772826],"study_design_scores_gemma":[0.0002752542,0.0009067425,0.3326052,0.009634018,0.000161759,0.2878356,0.0798638,0.002062925,0.0009290185,0.02923829,0.2560958,0.000391572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0736139,0.009939374,0.0004805494,0.8810394,0.004818801,0.00004620356,0.0002112038,0.00005225199,0.02979832],"genre_scores_gemma":[0.8377876,0.01592466,0.00142516,0.1278429,0.01163546,0.0001316448,0.0002387695,0.00004221061,0.004971444],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006068605,"threshold_uncertainty_score":0.02030152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06880639721895222,"score_gpt":0.3307769642383323,"score_spread":0.2619705670193801,"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."}}