{"id":"W3009684455","doi":"10.1016/j.jad.2020.03.010","title":"ElectroConvulsive therapy Cognitive Assessment (ECCA) tool: A new instrument to monitor cognitive function in patients undergoing ECT","year":2020,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Nuclear Physics; National Institutes of Health; Stanley Foundation","keywords":"Montreal Cognitive Assessment; Electroconvulsive therapy; Cognition; Neuropsychology; Major depressive disorder; Psychology; Effects of sleep deprivation on cognitive performance; Recall; Neuropsychological assessment; Depression (economics); Psychiatry; Clinical psychology; Audiology; Medicine; Cognitive impairment; Cognitive psychology","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":[0.0007142002,0.0005437422,0.000662982,0.001316597,0.0003308898,0.0007175934,0.0003311593,0.0005556224,0.001067508],"category_scores_gemma":[0.00306777,0.000145032,0.0005641903,0.0008143837,0.0002035618,0.000663067,0.000478582,0.0007243766,0.0002565036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004136685,"about_ca_system_score_gemma":0.0005857052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486046,"about_ca_topic_score_gemma":0.005991954,"domain_scores_codex":[0.9996014,0.0001004709,0.00008159379,0.00003577428,0.0001379558,0.00004279412],"domain_scores_gemma":[0.9981374,0.0005087774,0.0007743271,0.00004607281,0.0003345457,0.0001987636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00199221,0.001140789,0.909866,0.0001974295,0.0003752798,0.0003122784,0.0003341231,0.0004194421,0.001945321,0.0001412078,0.002607059,0.0806689],"study_design_scores_gemma":[0.0001557043,0.001199725,0.9954451,0.00003391042,0.00009894424,0.000685012,0.0001002369,0.0008105489,0.0005431653,0.0000779311,0.0008241553,0.0000255629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9905199,0.001068675,0.0007201348,0.0002088882,0.00006844725,0.0003894542,0.001370909,0.00004185222,0.005611759],"genre_scores_gemma":[0.9906432,0.0007813553,0.003687345,0.0003610019,0.00007118913,0.0005771276,0.001779546,0.000009871079,0.002089305],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002486046,"threshold_uncertainty_score":0.004943132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317996067989871,"score_gpt":0.2895117967173605,"score_spread":0.2763318360374619,"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."}}