{"id":"W4413100073","doi":"10.1111/inm.70109","title":"A Survey of 1144 <scp>ECT</scp> Recipients, Family Members and Friends: Does <scp>ECT</scp> Work?","year":2025,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Traffic Injury Research Foundation","funders":"","keywords":"Placebo; Mood; Adverse effect; Depression (economics); Quality of life (healthcare); Psychiatry; Medicine; Psychology; Clinical trial; Clinical psychology; Internal medicine; Alternative medicine; Psychotherapist","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":[0.001480488,0.0002655917,0.0007245664,0.0006833498,0.0001795666,0.00004216167,0.0002966599,0.00009356174,0.000009494476],"category_scores_gemma":[0.0006712986,0.000212959,0.000155216,0.0004511318,0.0002655878,0.0002120275,0.00006773608,0.0005476102,0.000002000421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220416,"about_ca_system_score_gemma":0.0004878613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003269752,"about_ca_topic_score_gemma":0.00008745757,"domain_scores_codex":[0.9968215,0.0003005905,0.00113951,0.0002852335,0.0009869958,0.000466166],"domain_scores_gemma":[0.996747,0.0009458163,0.0009590203,0.0001482325,0.0009448153,0.000255173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00180959,0.002172058,0.6918345,0.0003506475,0.004064134,0.0001233711,0.02179947,0.00001842967,0.01467912,0.0005485038,0.1063223,0.1562779],"study_design_scores_gemma":[0.007106819,0.001823321,0.9550734,0.00902583,0.0001461212,0.0002834388,0.008288181,0.0000824051,0.01011103,0.0006458043,0.007338264,0.00007536257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729058,0.01533835,0.0002945533,0.005029786,0.003523431,0.0003900461,0.0000656507,0.00002087636,0.002431519],"genre_scores_gemma":[0.9917544,0.003742479,0.0008803174,0.002139913,0.0002495239,0.000007211895,0.00003409735,0.00003135531,0.001160717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632389,"threshold_uncertainty_score":0.8684217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215425590524266,"score_gpt":0.3614650041544387,"score_spread":0.3399224451020121,"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."}}