{"id":"W1965053430","doi":"10.1227/neu.0000000000000115","title":"Surgical Expertise in Neurosurgery","year":2013,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; McGill University","funders":"","keywords":"Medicine; Curriculum; Schedule; Medical education; Field (mathematics); Medical physics; Engineering management; Computer science; Psychology; Engineering","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":[0.0008562877,0.001014467,0.001278317,0.00444948,0.0005298725,0.001876414,0.001111289,0.001910837,0.008665862],"category_scores_gemma":[0.002263381,0.0002577888,0.0006211332,0.00463003,0.001553532,0.002586099,0.001661713,0.002046402,0.004068852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010292,"about_ca_system_score_gemma":0.002511066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002530985,"about_ca_topic_score_gemma":0.003780419,"domain_scores_codex":[0.9991172,0.000202341,0.0001450017,0.0001058043,0.0003753642,0.00005433535],"domain_scores_gemma":[0.9989606,0.0005141227,0.00019104,0.00003630732,0.0002223098,0.00007562333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002966424,0.00003479757,0.0004942564,0.02408167,0.0001080496,0.0001876557,0.0002298022,0.0002322898,0.0004350345,0.007730714,0.05379189,0.9126441],"study_design_scores_gemma":[0.00001269641,0.00003506093,0.002310224,0.01342026,0.00008168932,0.003431231,0.0002392215,0.00006764046,0.0001541184,0.004322272,0.9759057,0.0000199803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001758908,0.9938248,0.0002669564,0.000775913,0.0006309141,0.000009540648,0.00003212292,0.00001199769,0.004271703],"genre_scores_gemma":[0.003010892,0.9937262,0.0003554295,0.0008146641,0.0005907894,0.00001442598,0.0000790242,0.000004586208,0.001404008],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008665862,"threshold_uncertainty_score":0.02899021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343897395533645,"score_gpt":0.3745681359324305,"score_spread":0.240178396379066,"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."}}