{"id":"W2810894650","doi":"10.1186/s12916-018-1101-z","title":"The association of depression and all-cause and cause-specific mortality: an umbrella review of systematic reviews and meta-analyses","year":2018,"lang":"en","type":"review","venue":"BMC Medicine","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":267,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"European Regional Development Fund; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Instituto de Salud Carlos III; National Institute for Health and Care Research","keywords":"Medicine; Meta-analysis; Depression (economics); Systematic review; PsycINFO; Observational study; MEDLINE; Publication bias; Internal medicine; Psychiatry","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":[0.01271179,0.0004536734,0.009068678,0.000147523,0.00009735356,0.000008237385,0.0001085011,0.0002409564,0.00003093328],"category_scores_gemma":[0.003609,0.0001986291,0.0004541606,0.000298293,0.0002265764,0.00004882955,0.00007649718,0.0002932078,0.000002925927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331865,"about_ca_system_score_gemma":0.0002645272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001049028,"about_ca_topic_score_gemma":0.00008424939,"domain_scores_codex":[0.9926438,0.002467002,0.003266603,0.0005251319,0.0008011155,0.0002962965],"domain_scores_gemma":[0.9927297,0.002156893,0.003297254,0.001053221,0.0002587975,0.0005041089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001247827,0.00002571173,0.0001508666,0.9772802,0.00232465,0.000002948226,0.00006714344,6.865508e-10,0.000001590087,0.00001928507,0.004463016,0.01565209],"study_design_scores_gemma":[0.0004123467,0.000298487,0.0001472954,0.4196011,0.1678155,0.0001769498,0.00005103311,0.000001036408,8.580961e-7,0.000005278088,0.411377,0.0001131048],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006119103,0.9923517,0.000008149644,0.0001935973,0.000166828,0.006932344,0.00003837531,0.00001083774,0.0002369618],"genre_scores_gemma":[0.0000232022,0.9983093,0.0001050735,0.0005367911,0.0002839289,0.0002968941,0.0001116154,0.00003512134,0.0002981321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5576791,"threshold_uncertainty_score":0.8099858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.655620043875008,"score_gpt":0.5634349068061262,"score_spread":0.09218513706888187,"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."}}