{"id":"W2999426664","doi":"10.1159/000505080","title":"Clinical Perspectives on Psychiatric Neurosurgery","year":2019,"lang":"en","type":"article","venue":"Stereotactic and Functional Neurosurgery","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; NeuroDevNet; University of British Columbia","funders":"","keywords":"Neurosurgery; Medicine; Radiosurgery; Deep brain stimulation; Psychological intervention; Psychiatry; Depression (economics); Psychology; Internal medicine; Radiation therapy","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":[0.0001721474,0.0002306032,0.0004275558,0.0001720484,0.0001033752,0.00003544526,0.00002926715,0.0001029323,0.0006188164],"category_scores_gemma":[0.0002091668,0.0001715736,0.000293355,0.0002201101,0.0001018712,0.00009942114,0.00003548324,0.0004133943,0.0004408482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001257323,"about_ca_system_score_gemma":0.00005477688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002432102,"about_ca_topic_score_gemma":1.044932e-7,"domain_scores_codex":[0.9981974,0.0001184499,0.0003933537,0.0006976501,0.0003168434,0.0002762622],"domain_scores_gemma":[0.9984133,0.0008804606,0.0001218218,0.0003058792,0.0000567915,0.0002217151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001880361,0.001100412,0.9883013,0.00002850269,0.00007678832,0.0001569404,0.0000105983,0.000001785133,0.00009581608,0.0008340067,0.004926909,0.002586606],"study_design_scores_gemma":[0.001558603,0.001541149,0.9899044,0.00001427109,0.0000772875,0.0001360041,0.00005459054,0.00004059213,0.000003803757,0.0004348534,0.00608553,0.0001489048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838129,0.0002977984,0.000008882911,0.002372863,0.002268495,0.0003114943,0.000007604634,0.00008404999,0.01083597],"genre_scores_gemma":[0.9852896,0.000545881,0.00001744848,0.01047297,0.0002802244,0.00001302283,0.00001054631,0.00002932264,0.003341021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008100111,"threshold_uncertainty_score":0.699657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03318431496494948,"score_gpt":0.2881916972951374,"score_spread":0.2550073823301879,"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."}}