{"id":"W3164908104","doi":"10.1016/j.jpsychires.2021.05.036","title":"A systematic review and meta-analysis of lipid metabolomic signatures of Major Depressive Disorder","year":2021,"lang":"en","type":"review","venue":"Journal of Psychiatric Research","topic":"Fatty Acid Research and Health","field":"Nursing","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heart Research Centre; Dalhousie University","funders":"National Research Council Canada; Mitacs","keywords":"Meta-analysis; Internal medicine; Major depressive disorder; Medicine; Subgroup analysis; Triglyceride; Meta-regression; Lipid profile; Strictly standardized mean difference; Cholesterol; Gastroenterology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01307166,0.003129223,0.01759398,0.007713842,0.0007828854,0.003107386,0.00192793,0.00211313,0.002940669],"category_scores_gemma":[0.02930558,0.001727483,0.03917935,0.008424999,0.0005472205,0.001555971,0.001666037,0.001716805,0.0003081952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343663,"about_ca_system_score_gemma":0.00323974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007721032,"about_ca_topic_score_gemma":0.01675626,"domain_scores_codex":[0.9896236,0.005531196,0.002617921,0.001147665,0.0007634258,0.0003161628],"domain_scores_gemma":[0.9872879,0.009267336,0.001764887,0.0006098298,0.0009099277,0.0001601487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00139612,0.00001720239,0.005891455,0.2109576,0.7708138,0.0001392103,0.00005961831,0.0005880515,0.0002727338,0.0001309363,0.000605211,0.009127984],"study_design_scores_gemma":[0.0002325211,0.00009840699,0.003799669,0.01084871,0.9834865,0.00008578055,0.00002370686,0.0001369851,0.00008151257,0.0001383672,0.001055045,0.0000127709],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005718383,0.9919762,0.0007316454,0.0002400331,0.0001606519,0.0001987936,0.0007280043,0.00002847268,0.0002177461],"genre_scores_gemma":[0.2451005,0.7452591,0.004691908,0.001185372,0.0003872002,0.001331905,0.001559867,0.00004772692,0.0004364127],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01759398,"threshold_uncertainty_score":0.06913036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212554307873255,"score_gpt":0.4736910878328021,"score_spread":0.3524356570454765,"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."}}