{"id":"W3006585109","doi":"10.1007/s40596-020-01195-z","title":"Towards Competency-Based Medical Education in Neurostimulation","year":2020,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neurostimulation; Medical education; Medicine; Psychology; MEDLINE; Neuroscience; Stimulation; Political science","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":[0.02817101,0.0004973254,0.000266056,0.001942353,0.002343136,0.008301195,0.002515196,0.004785306,0.007189519],"category_scores_gemma":[0.04521454,0.0002874967,0.0005039825,0.000631426,0.004957221,0.004986205,0.01108898,0.008603224,0.002264163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005221374,"about_ca_system_score_gemma":0.03196385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004502512,"about_ca_topic_score_gemma":0.007514605,"domain_scores_codex":[0.9848936,0.008224581,0.0005904412,0.0006717219,0.004425314,0.001194283],"domain_scores_gemma":[0.9602232,0.01555653,0.002542531,0.001855689,0.008463367,0.01135861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007241615,0.001673242,0.01346284,0.001627743,0.00005693519,0.000636053,0.01843644,0.003550047,0.003899378,0.4326021,0.04681781,0.4771649],"study_design_scores_gemma":[0.00009634772,0.0005909848,0.02128429,0.007594259,0.00004315677,0.001762297,0.02284265,0.01134076,0.009179328,0.5687499,0.356367,0.0001491006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07923882,0.008014895,0.2023335,0.4263795,0.004471258,0.0007814363,0.0001002129,0.000549196,0.2781312],"genre_scores_gemma":[0.7077419,0.006520794,0.2305862,0.03039325,0.001280225,0.0004354588,0.0001951779,0.00009715639,0.02274986],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02817101,"threshold_uncertainty_score":0.1489843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701265228547573,"score_gpt":0.3574720037460153,"score_spread":0.3404593514605396,"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."}}