{"id":"W3095737458","doi":"10.1016/s2215-0366(20)30187-5","title":"Neuromodulation for major depressive disorder: innovative measures to capture efficacy and outcomes","year":2020,"lang":"en","type":"article","venue":"The Lancet Psychiatry","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Ontario Brain Institute; NeuroDevNet; Health Sciences Centre; Sunnybrook Hospital; University Health Network; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute of Mental Health","keywords":"Major depressive disorder; Deep brain stimulation; Neuromodulation; Clinical trial; Treatment-resistant depression; Psychology; Medicine; Psychiatry; Clinical psychology; Psychotherapist; Neuroscience; Cognition; Disease; Stimulation; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009273076,0.001160371,0.001867308,0.001575399,0.0004423587,0.001629778,0.001020398,0.001300547,0.001532174],"category_scores_gemma":[0.02208909,0.0002766602,0.001911929,0.002220695,0.0005368599,0.001876633,0.001218683,0.001358203,0.0003722315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187808,"about_ca_system_score_gemma":0.0009035079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983803,"about_ca_topic_score_gemma":0.006518416,"domain_scores_codex":[0.9940649,0.003029441,0.0009240579,0.0006189494,0.001115189,0.000247436],"domain_scores_gemma":[0.9845756,0.008434052,0.004380613,0.0008898525,0.001405898,0.000313999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005275576,0.001554203,0.6508879,0.002068177,0.01097573,0.00006255826,0.0004373648,0.003838942,0.001349109,0.002232418,0.003692836,0.3176252],"study_design_scores_gemma":[0.001324437,0.004761386,0.9633082,0.0006970385,0.004074923,0.0002558804,0.0003856706,0.01333894,0.001287546,0.006895205,0.003517079,0.0001538851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9292763,0.02101244,0.02379255,0.002578512,0.0005622327,0.002264404,0.00889785,0.0001466515,0.01146915],"genre_scores_gemma":[0.9696603,0.003341484,0.02001794,0.0007669294,0.0003149703,0.002218964,0.002804319,0.0000159524,0.0008590897],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009273076,"threshold_uncertainty_score":0.04904133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858432520214423,"score_gpt":0.3065746928190956,"score_spread":0.2679903676169513,"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."}}