{"id":"W4414717341","doi":"10.2196/79500","title":"Adverse Events of Mood Monitoring and Ambulatory Assessment in Depression and Bipolar Disorder: Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Adverse effect; Mood; Ambulatory; Depression (economics); Risk assessment; Mood disorders","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01304145,0.002256675,0.01324718,0.004650928,0.0006305511,0.002817316,0.001649106,0.001904503,0.00260874],"category_scores_gemma":[0.03727943,0.001275634,0.03316003,0.00512466,0.0006994554,0.001586146,0.001496587,0.001932153,0.0001641798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003111833,"about_ca_system_score_gemma":0.00383335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007203841,"about_ca_topic_score_gemma":0.01593106,"domain_scores_codex":[0.9899173,0.004494567,0.003074802,0.0008453502,0.00139567,0.0002723024],"domain_scores_gemma":[0.9780651,0.01532849,0.004356621,0.0004478268,0.001563023,0.0002388656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001856278,0.00003644754,0.004413731,0.6214387,0.3496879,0.0001103441,0.0001111059,0.0003892269,0.0001765221,0.0001095584,0.0007889332,0.0208813],"study_design_scores_gemma":[0.0008524973,0.0003407141,0.006744796,0.07391772,0.9152834,0.0001827394,0.00006771084,0.0001823039,0.0001832653,0.0001548509,0.002058694,0.00003127359],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003993118,0.9945822,0.0002874577,0.0001327699,0.00009121455,0.0003184639,0.0003529107,0.00001731158,0.0002245366],"genre_scores_gemma":[0.128992,0.8657791,0.001921348,0.0007072312,0.0002045352,0.001493583,0.000610403,0.00001844391,0.0002734796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01324718,"threshold_uncertainty_score":0.06897062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06698042700002362,"score_gpt":0.4926526241715505,"score_spread":0.4256721971715269,"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."}}