{"id":"W6923260661","doi":"10.1371/journal.pone.0284579.s002","title":"Predictors of MoCA improvement in ECT (outliers removed).","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive Assessment System; Cognitive impairment; Montreal Cognitive Assessment; Rating scale","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":[0.001286644,0.0006483578,0.001042679,0.0009330267,0.0004366816,0.0009169032,0.0009830629,0.0009828846,0.03989153],"category_scores_gemma":[0.01264645,0.0002948154,0.001702054,0.001833925,0.0001994416,0.001168587,0.0006705994,0.003015357,0.00484793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004689321,"about_ca_system_score_gemma":0.001376257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02026097,"about_ca_topic_score_gemma":0.02223551,"domain_scores_codex":[0.9990419,0.0001769688,0.0001449497,0.0002202194,0.0001503478,0.0002656447],"domain_scores_gemma":[0.9942545,0.002656071,0.001240269,0.0004526824,0.0009522275,0.0004442187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005442704,0.0001674606,0.7087903,0.001004224,0.001561299,0.0006158631,0.0001953501,0.00107912,0.0003121629,0.0007551846,0.2306025,0.04947365],"study_design_scores_gemma":[0.0002981772,0.0001806804,0.9859107,0.0004256062,0.0006303995,0.0005378483,0.0002909887,0.002268697,0.0001712513,0.0008184815,0.008417232,0.00004999316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4968963,0.01111329,0.004151234,0.005147446,0.002454029,0.0004294805,0.4548621,0.001199142,0.02374703],"genre_scores_gemma":[0.9250053,0.00125302,0.001208622,0.0004948054,0.0006376865,0.0004692262,0.06063923,0.0003250694,0.009967116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03989153,"threshold_uncertainty_score":0.1334505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02738440607375379,"score_gpt":0.2851373512464878,"score_spread":0.2577529451727339,"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."}}