{"id":"W2922328166","doi":"10.5206/uwomj.v87i2.1164","title":"Machine Learning: Current Uses in Temporal Lobe Epilepsy","year":2019,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroimaging; Temporal lobe; Computer science; Artificial intelligence; Epilepsy; Feature (linguistics); Feature extraction; Machine learning; Pattern recognition (psychology); Neuroscience; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003413066,0.0008065807,0.0009378171,0.003878424,0.0006734029,0.003246886,0.00126027,0.002949113,0.005434547],"category_scores_gemma":[0.009246523,0.000323484,0.0006271062,0.007308038,0.00389567,0.00487554,0.001602828,0.004384355,0.002632553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355,"about_ca_system_score_gemma":0.001242953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002656375,"about_ca_topic_score_gemma":0.001497189,"domain_scores_codex":[0.9986172,0.0005836316,0.0001051163,0.0002587643,0.0003730322,0.00006224275],"domain_scores_gemma":[0.9912426,0.006202118,0.0004092408,0.0004253747,0.001335426,0.0003853035],"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":[0.0001781113,0.0001059914,0.002056445,0.002092309,0.00007381817,0.0001802679,0.0003202996,0.001682722,0.000482422,0.09308843,0.04011612,0.859623],"study_design_scores_gemma":[0.00004518935,0.0002031725,0.003837614,0.005097216,0.00007854218,0.0007053699,0.000566384,0.008583749,0.0006441001,0.2075787,0.7725567,0.0001032134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001839627,0.9294004,0.01629827,0.02986873,0.001281205,0.00002813134,0.0001261668,0.0001919881,0.02096551],"genre_scores_gemma":[0.06307876,0.8994594,0.01644119,0.007620889,0.00732777,0.00007145936,0.0001862395,0.00009947393,0.005714986],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005434547,"threshold_uncertainty_score":0.01818037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471191348922251,"score_gpt":0.2472526565585101,"score_spread":0.2225407430692876,"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."}}