{"id":"W4393160766","doi":"10.2196/58631","title":"Digital Tools to Facilitate the Detection and Treatment of Bipolar Disorder: Key Developments and Future Directions","year":2024,"lang":"en","type":"editorial","venue":"JMIR Mental Health","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"JMIR Publications","funders":"","keywords":"Bipolar disorder; Mood; Psychological intervention; Preprint; Psychiatry; Quality of life (healthcare); Psychology; Medicine; Clinical psychology; Psychotherapist; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007160781,0.001627923,0.002042686,0.00351377,0.002128452,0.007354086,0.002067713,0.008517716,0.01525717],"category_scores_gemma":[0.03205083,0.0005325622,0.001952763,0.001615805,0.002765016,0.006112755,0.002238596,0.01401224,0.009482013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922139,"about_ca_system_score_gemma":0.003260205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388591,"about_ca_topic_score_gemma":0.002780479,"domain_scores_codex":[0.9945399,0.001231543,0.0008869547,0.0003910985,0.00272064,0.0002298271],"domain_scores_gemma":[0.9693649,0.01810737,0.001542973,0.0006321567,0.008053444,0.002299145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003408654,0.00002104325,0.00004215935,0.001790722,0.00002054697,0.00009749529,0.0001171665,0.0000292725,0.000091653,0.00175374,0.9365505,0.05945167],"study_design_scores_gemma":[0.00001751371,0.00002566338,0.0001002363,0.001758696,0.00002930716,0.0002315032,0.00009042405,0.00003571294,0.00003696708,0.001127774,0.9965343,0.00001186586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005271958,0.110366,0.0003830251,0.05120036,0.8327023,0.0000468609,0.00005558489,0.00007951308,0.005113566],"genre_scores_gemma":[0.0005402172,0.1140821,0.0004396935,0.02892129,0.8476976,0.00004029153,0.00005426774,0.00005856164,0.008166136],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01525717,"threshold_uncertainty_score":0.05104035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603929687948345,"score_gpt":0.2983607909203246,"score_spread":0.2823214940408412,"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."}}