{"id":"W4239710466","doi":"10.1017/s1041610206254383","title":"Commentary","year":2006,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Electroconvulsive therapy; Depression (economics); Surprise; Psychotherapist; Psychiatry; Management of depression; Psychology; Quality of life (healthcare); Geriatric psychiatry; Medicine; Alternative medicine; Schizophrenia (object-oriented programming)","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":[0.00006670733,0.00008546646,0.0001062741,0.0001166537,0.00003537036,0.00001320075,0.00009182075,0.00003013273,0.0002564016],"category_scores_gemma":[0.00001224778,0.00007841026,0.00007003098,0.0001294489,0.00002803987,0.0000449943,0.00001805778,0.00008930198,0.00009007774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009351349,"about_ca_system_score_gemma":0.00001079175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005924088,"about_ca_topic_score_gemma":0.000009086375,"domain_scores_codex":[0.9993018,0.000009036473,0.0001725864,0.0001528627,0.0002383511,0.0001253907],"domain_scores_gemma":[0.9996384,0.00003279016,0.00005168497,0.0001167192,0.000131858,0.00002851763],"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":[0.0003219105,0.0003731932,0.1357496,0.000008400535,0.0001871103,0.00003645816,0.00003121483,0.00000454099,0.02008008,0.003806076,0.8359886,0.003412745],"study_design_scores_gemma":[0.002693096,0.0002041918,0.2022028,0.00001491781,0.00004843164,0.0001041794,0.00002587134,0.00004512642,0.003617966,0.005794724,0.7850807,0.0001679931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7221604,0.001186989,0.001574289,0.1305639,0.002286749,0.000384,0.00003035829,0.0001967955,0.1416165],"genre_scores_gemma":[0.9783881,0.0001693711,0.002223562,0.01340686,0.002022135,0.00002018354,0.0001098958,0.00002120138,0.003638694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2562277,"threshold_uncertainty_score":0.3197477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009384658184270027,"score_gpt":0.3078376410826725,"score_spread":0.2984529828984024,"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."}}