{"id":"W3216535181","doi":"10.1016/j.brs.2021.10.023","title":"Baseline rumination levels as a predictor of response to repetitive transcranial magnetic stimulation in major depressive disorder","year":2021,"lang":"en","type":"article","venue":"Brain stimulation","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Rumination; Transcranial magnetic stimulation; Major depressive disorder; Psychology; Rating scale; Depression (economics); Dorsolateral prefrontal cortex; Internal medicine; Stimulation; Clinical psychology; Audiology; Prefrontal cortex; Medicine; Psychiatry; Cognition; Neuroscience; Developmental 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006766359,0.0002855334,0.0003944246,0.0004760119,0.0001503314,0.00004361987,0.0001602537,0.0001514651,0.0007858286],"category_scores_gemma":[0.01251229,0.0003210326,0.0001092483,0.00147428,0.0001177891,0.0003236042,0.00005571615,0.0001611903,0.0000489329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023187,"about_ca_system_score_gemma":0.0002082941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007667521,"about_ca_topic_score_gemma":0.0001478763,"domain_scores_codex":[0.9960998,0.001114899,0.0008646827,0.0008085343,0.0007712808,0.0003408427],"domain_scores_gemma":[0.9945574,0.004350852,0.000192927,0.0003738242,0.0004080735,0.0001168615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003991114,0.000329543,0.008102293,0.00004699462,0.000006565162,0.00004774401,0.003339452,0.1231454,0.8520077,0.0008085231,0.00003308851,0.00814156],"study_design_scores_gemma":[0.008414847,0.0006820293,0.8963473,0.0001590203,0.00005267108,0.00001331393,0.0001641335,0.05543429,0.03662664,0.001359908,0.0003995329,0.000346303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942644,0.0001042207,0.05158784,0.003441347,0.0002134325,0.001263851,0.0001932076,0.00009478883,0.0004573287],"genre_scores_gemma":[0.9964747,0.000005937741,0.002008188,0.000552445,0.0000788086,0.00009313644,0.00003374061,0.00004293827,0.0007101065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.888245,"threshold_uncertainty_score":0.9999242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585410155270621,"score_gpt":0.3006514654483503,"score_spread":0.274797363895644,"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."}}