{"id":"W1143772478","doi":"10.1227/neu.0000000000000837","title":"A Practical Methodological Approach Towards Identifying Core Competencies in Medical Education Based on Literature Trends","year":2015,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Radiosurgery; Medical physics; Core competency; MEDLINE; Medical education; Curriculum; Randomized controlled trial; Evidence-based medicine; Radiology; Surgery; Alternative medicine; Pathology; Radiation therapy; Psychology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6313915,0.004028062,0.00513027,0.05736884,0.004871984,0.01264045,0.007914073,0.00504315,0.004735486],"category_scores_gemma":[0.74353,0.003174875,0.009061659,0.0309418,0.007699657,0.01206519,0.0155754,0.004896661,0.001517495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00944988,"about_ca_system_score_gemma":0.03325234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871918,"about_ca_topic_score_gemma":0.006072699,"domain_scores_codex":[0.3108933,0.454201,0.1539541,0.02084954,0.05787688,0.002225219],"domain_scores_gemma":[0.1981979,0.5147967,0.08380079,0.07798,0.123519,0.001705621],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002391677,0.00106711,0.07850598,0.1202689,0.0127598,0.0009662668,0.05612556,0.005984567,0.008885082,0.08513447,0.0167846,0.611126],"study_design_scores_gemma":[0.005207633,0.007587329,0.08915713,0.1432001,0.02341961,0.002318314,0.05567021,0.05927457,0.02590061,0.3837478,0.2025978,0.001918846],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02330799,0.00540181,0.8314121,0.007512904,0.001430047,0.1196422,0.002852186,0.001126413,0.007314436],"genre_scores_gemma":[0.04146165,0.0007469417,0.8587672,0.001174372,0.0001838465,0.09656134,0.0006032508,0.0001082385,0.0003931701],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3686085,"threshold_uncertainty_score":0.45456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4830815667510127,"score_gpt":0.4962201140790043,"score_spread":0.01313854732799163,"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."}}