{"id":"W4405636242","doi":"10.1016/j.nsa.2024.104958","title":"Evidence-based interventions for bipolar disorder: a living umbrella review across phases and age groups","year":2024,"lang":"en","type":"article","venue":"Neuroscience Applied","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychological intervention; Bipolar disorder; Psychology; Medicine; Clinical psychology; Gerontology; Psychiatry; Mood","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":[0.0003713858,0.0001735442,0.0002825696,0.00007786391,0.0002411813,0.000136843,0.0001184928,0.00003844727,0.00002955274],"category_scores_gemma":[0.0002680261,0.0001361678,0.0002133342,0.0004531314,0.0002132798,0.0001346576,0.00006854036,0.0001301744,0.00001098169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002715057,"about_ca_system_score_gemma":0.00007133197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001741093,"about_ca_topic_score_gemma":0.00004448197,"domain_scores_codex":[0.9986386,0.00002154796,0.0002506319,0.0005539846,0.0002200488,0.000315237],"domain_scores_gemma":[0.9992164,0.0003239036,0.0000407101,0.0002666493,0.00002374131,0.0001285632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007889985,0.001193235,0.009808819,0.02600114,0.00003992922,0.00005858949,0.0005241008,0.000004484288,0.05182672,0.00259266,0.001269067,0.9066024],"study_design_scores_gemma":[0.003644603,0.003866199,0.1226211,0.129493,0.002074045,0.0003275006,0.0002924917,0.005925155,0.004773024,0.0008264444,0.7248884,0.001268069],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05394773,0.9202541,0.01958125,0.00295209,0.0003747442,0.002367945,0.00006863724,0.0002897727,0.000163749],"genre_scores_gemma":[0.9329991,0.0642892,0.000339186,0.001608192,0.00004297121,0.0004104415,0.00001044033,0.00002572263,0.0002747845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9053343,"threshold_uncertainty_score":0.5552762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188738206423553,"score_gpt":0.3943826392207861,"score_spread":0.2755088185784309,"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."}}