{"id":"W4384697255","doi":"10.22215/etd/2023-15545","title":"Neural Mechanisms and Cognitive Outcomes Of Electroconvulsive Therapy: A Transdiagnostic Approach","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Electroconvulsive therapy; Montreal Cognitive Assessment; Cognition; Transcranial magnetic stimulation; Psychology; Depression (economics); Population; Psychosis; Schizophrenia (object-oriented programming); Effects of sleep deprivation on cognitive performance; Clinical psychology; Psychiatry; Medicine; Neuroscience; Cognitive impairment; Stimulation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000138077,0.000544299,0.001388094,0.0003775154,0.00008635789,0.00001288899,0.00009695129,0.0002845731,0.00006585765],"category_scores_gemma":[0.0002147305,0.0004119141,0.0002628936,0.0003433751,0.00009210347,0.00004663651,0.00001140351,0.0004847142,0.000009580849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002912836,"about_ca_system_score_gemma":0.000132725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008729409,"about_ca_topic_score_gemma":0.0001397251,"domain_scores_codex":[0.9980318,0.00007349161,0.00047432,0.0005690627,0.0004146347,0.0004367198],"domain_scores_gemma":[0.9982854,0.0007299701,0.0002481368,0.000184116,0.0004495512,0.0001027976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03072819,0.004408005,0.03462014,0.009496463,0.05210777,0.0005227082,0.09351558,0.000002281658,0.5968688,0.01210962,0.001744723,0.1638758],"study_design_scores_gemma":[0.01766538,0.01122447,0.5300722,0.0009528807,0.004893014,0.000130893,0.04732837,0.0001632486,0.3799659,0.005784703,0.00003009668,0.001788833],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98437,0.005953661,0.0003025709,0.0003059602,0.0001800252,0.003354976,0.00003660748,0.0002399502,0.005256281],"genre_scores_gemma":[0.9788226,0.003935202,0.0003356164,0.0005982445,0.0000528809,0.0006649237,0.0009837664,0.0001714784,0.01443531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.495452,"threshold_uncertainty_score":0.9998333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926567878732853,"score_gpt":0.3032122248392322,"score_spread":0.2839465460519037,"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."}}