{"id":"W4411629365","doi":"10.1097/yct.0000000000001174","title":"Evolution of Electroconvulsive Therapy Practice During the COVID-19 Pandemic","year":2025,"lang":"en","type":"article","venue":"Journal of Ect","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; University Health Network; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Electroconvulsive therapy; PsycINFO; Pandemic; MEDLINE; Medicine; Coronavirus disease 2019 (COVID-19); Psychology; Psychiatry; Medical emergency; Nursing; Political science; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009985125,0.0001232933,0.0003906437,0.0002335659,0.0001415084,0.000008256956,0.0001557212,0.00005507581,0.00002931948],"category_scores_gemma":[0.002198474,0.00007351406,0.0001872852,0.0004249316,0.0001057499,0.0001284266,0.00002085733,0.0004920497,0.000001663399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007103786,"about_ca_system_score_gemma":0.000816441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003782958,"about_ca_topic_score_gemma":0.00001385988,"domain_scores_codex":[0.9986856,0.0002377863,0.0004792917,0.0001024158,0.0002910213,0.0002038981],"domain_scores_gemma":[0.9975157,0.0009602847,0.0006617663,0.0001822097,0.0006129225,0.00006710792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008663524,0.0002593379,0.1313056,0.0001384011,0.001924749,0.00007085002,0.001365592,0.00004300191,0.8504806,0.0007963302,0.003782542,0.001169472],"study_design_scores_gemma":[0.03196032,0.01100527,0.3813709,0.0007354561,0.001870126,0.01369145,0.0078747,0.00004471838,0.3899617,0.00771442,0.1532408,0.000530151],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557097,0.02745797,0.001111606,0.01400118,0.0001329253,0.0003853588,8.589701e-7,0.00001596838,0.001184424],"genre_scores_gemma":[0.9886876,0.007518901,0.0001226732,0.002925258,0.0002145197,0.000006970416,2.103989e-7,0.0000104009,0.0005134825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4605189,"threshold_uncertainty_score":0.2997817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380995861363647,"score_gpt":0.3605536480470956,"score_spread":0.3367436894334591,"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."}}