{"id":"W4408454641","doi":"10.1111/jebm.70011","title":"Treatment for Depression Among Adults: An Evidence and Gap Map of Systematic Reviews","year":2025,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Social Science Fund of China; National Office for Philosophy and Social Sciences; Queen's University; University College London; Lanzhou University","keywords":"Systematic review; Psychological intervention; Pharmacotherapy; Depression (economics); Randomized controlled trial; Psychiatry; Psychology; Clinical psychology; Intervention (counseling); Major depressive disorder; Meta-analysis; MEDLINE; Medicine; Mood; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.04254877,0.003563912,0.01361752,0.06654149,0.001642452,0.007101406,0.003870126,0.003559393,0.004257269],"category_scores_gemma":[0.1998145,0.002033067,0.01074131,0.04281481,0.001945721,0.01012039,0.007634164,0.003360122,0.0004581843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007779071,"about_ca_system_score_gemma":0.02219979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092554,"about_ca_topic_score_gemma":0.01931101,"domain_scores_codex":[0.9484039,0.0222305,0.01821462,0.003807924,0.006278288,0.001064756],"domain_scores_gemma":[0.8173705,0.1449469,0.01826458,0.003421412,0.01479276,0.001203798],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002313163,0.00002779379,0.002144342,0.8985544,0.01417769,0.0002139484,0.001070203,0.0008224942,0.0002636591,0.003181092,0.005418378,0.07389475],"study_design_scores_gemma":[0.0002557826,0.0001542273,0.003389993,0.8948238,0.06097061,0.0002410029,0.0008955198,0.0006770293,0.000197756,0.00698986,0.03132646,0.00007793366],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002563248,0.980733,0.002831531,0.005861459,0.0004606505,0.001951616,0.0043587,0.0001440541,0.001095682],"genre_scores_gemma":[0.06729083,0.8880231,0.02936838,0.004682052,0.0004886092,0.006273586,0.003559109,0.00007736629,0.0002369568],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863825,"threshold_uncertainty_score":0.2250221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2314231827199885,"score_gpt":0.423286228035958,"score_spread":0.1918630453159695,"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."}}