{"id":"W3045588167","doi":"10.1038/s41380-020-0851-0","title":"Psychiatric neuromodulation: the underappreciated importance of pre- and post-treatment care","year":2020,"lang":"en","type":"article","venue":"Molecular Psychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Neuromodulation; Psychology; MEDLINE; Neuroscience; Medicine; Psychiatry; Central nervous system","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":[0.00002892257,0.000187977,0.0002733648,0.00004088389,0.00009174547,0.000008580145,0.00008006126,0.00004428909,0.00001486062],"category_scores_gemma":[0.00001964406,0.0001291731,0.0001210955,0.0003170669,0.00007182513,0.0000234751,0.0000258156,0.0001225176,0.000002528917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002673753,"about_ca_system_score_gemma":0.0001189232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001856853,"about_ca_topic_score_gemma":0.00004249144,"domain_scores_codex":[0.9990286,0.00005882586,0.000251641,0.0003017877,0.0001870787,0.0001721105],"domain_scores_gemma":[0.9993288,0.00001928805,0.0001247063,0.0003051571,0.0001343945,0.0000876909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001523457,0.0003488028,0.8755384,0.000474279,0.001160863,0.00003803253,0.006030988,0.00006711448,0.1067179,0.002591164,0.0005626568,0.004946317],"study_design_scores_gemma":[0.003982851,0.005593883,0.9766622,0.00004281734,0.0006160546,0.00008728798,0.001479922,0.0001199442,0.00871177,0.0006296312,0.001785598,0.0002879927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9367793,0.03068913,0.000172962,0.03082543,0.0001275632,0.0007299558,0.000008852967,0.00005094704,0.0006158354],"genre_scores_gemma":[0.9926014,0.0003136641,0.001014888,0.005844862,0.0001205674,0.00002712446,0.00002167394,0.00003128246,0.00002455689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1011239,"threshold_uncertainty_score":0.5267526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844565044094307,"score_gpt":0.2558251113308914,"score_spread":0.2473794608899483,"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."}}