{"id":"W2129132131","doi":"10.5455/bcp.20110904010344","title":"The Neurosurgical Treatment of Depression: Can it Supersede Psychopharmacology?","year":2011,"lang":"en","type":"article","venue":"Klinik Psikofarmakoloji Bülteni-Bulletin of Clinical Psychopharmacology","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Psychopharmacology; Depression (economics); Medicine; Psychiatry; Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001028929,0.0006720211,0.002126792,0.0001604,0.0002640153,0.000009444938,0.0006837236,0.0006946655,0.005590993],"category_scores_gemma":[0.0005063389,0.000411568,0.001427166,0.0003489428,0.002221005,0.00002587407,0.0001583408,0.0008733957,0.0002296383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003935191,"about_ca_system_score_gemma":0.000210027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000129085,"about_ca_topic_score_gemma":0.00001469559,"domain_scores_codex":[0.9926975,0.001265604,0.003289881,0.001244282,0.0005326772,0.0009700385],"domain_scores_gemma":[0.9933172,0.003410932,0.001118789,0.0009924892,0.00038184,0.0007787802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1230364,0.03722687,0.4811173,0.0001745566,0.003930215,0.002133223,0.0007396861,0.0000109001,0.004022603,0.0007090655,0.2427974,0.1041019],"study_design_scores_gemma":[0.07010593,0.0232936,0.2029562,0.00006060721,0.00228467,0.0002100062,0.0002684842,0.00009470863,0.002942567,0.001394219,0.6957437,0.0006453405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246647,0.002075021,0.00001127154,0.02940359,0.005062863,0.001950697,0.00007511902,0.0001295977,0.03662718],"genre_scores_gemma":[0.9673679,0.01409531,0.0007347669,0.01480588,0.0004999863,0.0002635711,0.00001972881,0.00008025994,0.002132602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4529463,"threshold_uncertainty_score":0.9998336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007949404266935,"score_gpt":0.4228671292839314,"score_spread":0.322072188857238,"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."}}