{"id":"W4414950395","doi":"10.1101/2025.10.07.25337378","title":"Non-pharmacological interventions on depression among eye disease patients: A systematic review","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychological intervention; Depression (economics); CINAHL; Meta-analysis; Data extraction; MEDLINE; Systematic review; Randomized controlled trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01013089,0.001483849,0.009176071,0.007161161,0.0006635588,0.003024516,0.001751785,0.002203761,0.004633024],"category_scores_gemma":[0.04271149,0.001149599,0.007826164,0.006846228,0.0008801725,0.002154328,0.001322294,0.001384744,0.0003019713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003723328,"about_ca_system_score_gemma":0.01103204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005416198,"about_ca_topic_score_gemma":0.01798594,"domain_scores_codex":[0.9876966,0.0051979,0.004220904,0.0007271543,0.001860235,0.0002971135],"domain_scores_gemma":[0.9625893,0.02842787,0.0060026,0.0004097089,0.002301047,0.0002695054],"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":[0.0001782991,0.00002018507,0.0003677967,0.9735333,0.006079939,0.00004316765,0.00009843965,0.00004598044,0.00009580104,0.00008497658,0.0005414328,0.0189108],"study_design_scores_gemma":[0.0004516007,0.0003784736,0.003649363,0.9346687,0.05172272,0.0002161023,0.0002214618,0.00008064411,0.000149549,0.0001789065,0.008255973,0.00002638995],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001077146,0.997628,0.00009301707,0.0001926886,0.00008931402,0.0005321161,0.0002080016,0.000004826534,0.0001749372],"genre_scores_gemma":[0.01771696,0.979108,0.0007600531,0.0005651678,0.0001304067,0.001393687,0.0002054257,0.000003438347,0.0001166814],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01013089,"threshold_uncertainty_score":0.05357784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05824832458588156,"score_gpt":0.4547322049790667,"score_spread":0.3964838803931852,"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."}}