{"id":"W4230597295","doi":"10.3410/f.736558705.793578953","title":"Faculty Opinions recommendation of Magnetic seizure therapy (MST) for major depressive disorder.","year":2020,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Ontario Ministry of Research and Innovation; H. Lundbeck A/S; National Health and Medical Research Council; Ontario Ministry of Health and Long-Term Care; Centre for Addiction and Mental Health; National Institute of Mental Health; LivaNova; Pfizer; Ontario Brain Institute; Canadian Institutes of Health Research; Centre for Addiction and Mental Health Foundation; Weston Brain Institute; Medical Research Council; Klarman Family Foundation; Fondation Brain Canada; BrainsWay; Bristol-Myers Squibb; Eli Lilly and Company; BrightFocus Foundation; Indivior; MagVenture; Campbell Institute","keywords":"Electroconvulsive therapy; Major depressive disorder; Depression (economics); Psychology; Rating scale; Prefrontal cortex; Hamilton Rating Scale for Depression; Psychiatry; Recall; Cognition; Treatment-resistant depression; Medicine; Audiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007265359,0.0007711761,0.001755235,0.0003282132,0.0003301247,0.0000749088,0.001266801,0.0007314701,0.0004061775],"category_scores_gemma":[0.007007722,0.0004818898,0.001075417,0.001902935,0.0004633317,0.000198316,0.0003421231,0.001225278,0.00003766346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290503,"about_ca_system_score_gemma":0.0006996803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003530542,"about_ca_topic_score_gemma":0.000007942428,"domain_scores_codex":[0.9950687,0.0004022751,0.001763628,0.0009060078,0.001359286,0.0005000667],"domain_scores_gemma":[0.9882091,0.0003328952,0.001745716,0.001427056,0.007929949,0.0003552944],"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":[0.0001849243,0.0005640353,0.00001575922,0.01127482,0.0006116316,4.879574e-7,0.0002002025,3.079789e-8,0.0000175351,0.00008809508,0.9797882,0.007254248],"study_design_scores_gemma":[0.003701595,0.001236895,0.001345068,0.00867161,0.0005963876,0.00005189623,0.00005035749,0.000005310538,0.00010494,0.00004911017,0.9837771,0.0004097251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[6.695532e-7,0.008879734,0.00005780568,0.3242191,0.0003890011,0.0039128,0.6624756,0.00004379804,0.00002148009],"genre_scores_gemma":[0.000005530605,0.003982266,0.0009485368,0.01511912,0.0005424633,0.001393009,0.9767922,0.0000647034,0.001152165],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3143167,"threshold_uncertainty_score":0.9997633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03340072164769788,"score_gpt":0.3637870962256419,"score_spread":0.3303863745779441,"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."}}