{"id":"W3161491498","doi":"10.1093/bjs/znab134.117","title":"133 Neurosurgery Education in The Medical School Curriculum: A Scoping Review","year":2021,"lang":"en","type":"review","venue":"British journal of surgery","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neurosurgery; Specialty; Curriculum; Medical education; Medical school; Family medicine; Medical literature; Surgery; Psychology; Pathology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01187341,0.001132367,0.004766356,0.01454396,0.0008480432,0.003632779,0.001608747,0.001945716,0.005473639],"category_scores_gemma":[0.05650488,0.001059402,0.004867046,0.01714803,0.001000584,0.002727219,0.002026212,0.001123365,0.0005289819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00425968,"about_ca_system_score_gemma":0.01789795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176795,"about_ca_topic_score_gemma":0.03034646,"domain_scores_codex":[0.9893482,0.003520061,0.003865374,0.0006648414,0.002281674,0.0003199504],"domain_scores_gemma":[0.9530173,0.03390866,0.007284111,0.0007574511,0.004630866,0.0004015883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008910696,0.00002337004,0.001021356,0.891806,0.002785445,0.0001023276,0.0003782097,0.0001079071,0.0001374364,0.0004140768,0.002474775,0.10066],"study_design_scores_gemma":[0.00002907749,0.00005483865,0.002624201,0.9682207,0.008815681,0.0001704937,0.0003509866,0.00003412977,0.00008719924,0.0001483909,0.01945154,0.00001272472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007528974,0.997744,0.0001360859,0.0003053812,0.0001504755,0.000218933,0.0001886788,0.00000565689,0.0004979004],"genre_scores_gemma":[0.008175692,0.9903374,0.000484889,0.0002903704,0.00005689057,0.0003501951,0.0001897895,0.000004195869,0.0001106583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01454396,"threshold_uncertainty_score":0.06279331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08765549016851654,"score_gpt":0.4172182483120948,"score_spread":0.3295627581435783,"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."}}