{"id":"W35465265","doi":"10.1159/000468136","title":"Treatment of Intractable Depression","year":2017,"lang":"en","type":"article","venue":"International Pharmacopsychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Medicine; Depression (economics); Refractory (planetary science); Electroconvulsive therapy; Psychiatry; Pharmacotherapy; Antidepressant; Intensive care medicine; Schizophrenia (object-oriented programming); Anxiety","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":[0.00003056826,0.0000978215,0.0001697317,0.00005759711,0.0001166811,0.00001557862,0.0001648877,0.00002666963,0.0004070196],"category_scores_gemma":[0.00002126955,0.00007583077,0.00009241414,0.00001477418,0.00006231749,0.0001119795,0.00002868629,0.00005438603,0.00002933924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006973345,"about_ca_system_score_gemma":0.00004744168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007708983,"about_ca_topic_score_gemma":0.000005170777,"domain_scores_codex":[0.9993851,0.000007727434,0.0001653183,0.0001456399,0.0001862889,0.0001098921],"domain_scores_gemma":[0.9993696,0.00001914314,0.0001840723,0.0002439589,0.0001339858,0.00004930146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001368473,0.0009686556,0.6713173,0.00002372666,0.0008825483,0.00002385282,0.0001596633,0.000002697987,0.2731238,0.0004012254,0.003952085,0.04777602],"study_design_scores_gemma":[0.01080312,0.00078216,0.4513024,0.0001058174,0.0002203535,0.0001581144,0.000055367,0.0003111099,0.4476318,0.0008569962,0.0875842,0.0001885242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366024,0.001321074,0.00005164597,0.00836237,0.001813064,0.0002263235,0.0000146529,0.00003075046,0.05157777],"genre_scores_gemma":[0.9950545,0.0008778925,0.0007863553,0.0002019788,0.0006823696,0.00002329055,0.000009378192,0.00001261482,0.002351655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2200149,"threshold_uncertainty_score":0.4456579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242078535002289,"score_gpt":0.3936971590252775,"score_spread":0.3694893055250486,"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."}}