{"id":"W2404225714","doi":"10.1177/070674371105600102","title":"Electroconvulsive Therapy Resurrected: Its Successes and Promises after 75 Years","year":2011,"lang":"en","type":"editorial","venue":"The Canadian Journal of Psychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Electroconvulsive therapy; Psychology; Psychotherapist; Medicine; Psychiatry; Schizophrenia (object-oriented programming)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006401624,0.0004835667,0.0009309893,0.0005415358,0.0002773167,0.0001071676,0.0005009015,0.0005409127,0.0002744313],"category_scores_gemma":[0.0004473649,0.0003287529,0.0002687757,0.000297162,0.0003696735,0.0001299817,0.00001999581,0.002276028,0.00001739064],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002671861,"about_ca_system_score_gemma":0.01096419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005667585,"about_ca_topic_score_gemma":0.1928061,"domain_scores_codex":[0.9975009,0.0002109299,0.0006735678,0.0003232989,0.0005942473,0.0006970582],"domain_scores_gemma":[0.9966571,0.0002724173,0.0007676558,0.0004035597,0.001271167,0.0006281466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002026955,0.00004310264,0.006387448,0.0001365625,0.001464098,0.0002332607,0.001332763,4.357554e-8,0.00007111073,0.0001184896,0.9873186,0.0008675155],"study_design_scores_gemma":[0.003627715,0.003384686,0.01886101,0.001171036,0.000834371,0.0005968078,0.0002338187,1.247415e-7,0.0004233035,0.003295071,0.9669921,0.0005798864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.08607543,0.2607649,0.00000141549,0.01051403,0.6398476,0.001311472,0.0001396945,0.00002870849,0.001316739],"genre_scores_gemma":[0.08925292,0.02165207,0.0004020538,0.00154085,0.8841,0.00008269791,0.00002695103,0.0002627549,0.002679753],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2442524,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035611371758216,"score_gpt":0.260166451441076,"score_spread":0.2498103377234939,"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."}}