{"id":"W3131499599","doi":"10.1007/s12028-020-01172-2","title":"Structure and Outcomes of Educational Programs for Training Non-electroencephalographers in Performing and Screening Adult EEG: A Systematic Review","year":2021,"lang":"en","type":"review","venue":"Neurocritical Care","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotchkiss Brain Institute; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Neurology; Electroencephalography; Training (meteorology); Physical medicine and rehabilitation; Medical education; Psychiatry","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":[0.005807472,0.001305727,0.01022957,0.003148193,0.0005845986,0.00248565,0.001821717,0.002587787,0.006077571],"category_scores_gemma":[0.03004519,0.001100898,0.0148464,0.004299547,0.0008563081,0.001743004,0.00164135,0.002135993,0.0003462287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192775,"about_ca_system_score_gemma":0.008617703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02076384,"about_ca_topic_score_gemma":0.05656929,"domain_scores_codex":[0.9952828,0.00127872,0.001732143,0.0007239903,0.0007219471,0.0002603353],"domain_scores_gemma":[0.9867491,0.008907927,0.002947303,0.00022206,0.0008691755,0.000304392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003192551,0.0001623714,0.003351008,0.8676292,0.07860352,0.00008613477,0.0002221802,0.0002479963,0.000170034,0.0001510313,0.001238473,0.04494547],"study_design_scores_gemma":[0.00537604,0.001316416,0.01722511,0.4072253,0.5606121,0.0001799647,0.0004143162,0.0002006499,0.0002480209,0.0002541955,0.006868889,0.00007900025],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006128615,0.992002,0.0001981276,0.0001656592,0.0001416301,0.0005137392,0.0006061537,0.00001602453,0.0002281168],"genre_scores_gemma":[0.1057749,0.8899966,0.001387116,0.0009125217,0.0001269082,0.0009811529,0.0004960573,0.000016172,0.0003085652],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02076384,"threshold_uncertainty_score":0.04128599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592380449174848,"score_gpt":0.3567158543177875,"score_spread":0.310792049826039,"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."}}