{"id":"W4409777267","doi":"10.1016/j.jad.2025.04.107","title":"The experience of self-monitoring using the PolarUs bipolar disorder self-management app: a qualitative report of impacts and unmet needs","year":2025,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Self-monitoring; Self-management; Bipolar disorder; Psychology; Self; Clinical psychology; Self-help; Qualitative research; Psychotherapist; Psychiatry; Mood; Social psychology; Computer science; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008388632,0.0004919452,0.0005822307,0.001033153,0.003536133,0.002182323,0.0009388456,0.001045002,0.001882682],"category_scores_gemma":[0.01606417,0.0005264688,0.0004242648,0.0007231419,0.003859052,0.00239073,0.003482709,0.001840304,0.0002303081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523532,"about_ca_system_score_gemma":0.001919584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435682,"about_ca_topic_score_gemma":0.006731812,"domain_scores_codex":[0.9949034,0.003653574,0.0001882349,0.0002512964,0.0005307737,0.0004727404],"domain_scores_gemma":[0.9840059,0.01285451,0.000984916,0.0002965798,0.00102288,0.0008353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005117119,0.0000510978,0.004748622,0.0002803026,0.000008014901,0.0006009291,0.9851211,0.00003032388,0.001004208,0.0002764065,0.0004550123,0.007372743],"study_design_scores_gemma":[0.000006304746,0.0001796616,0.006537373,0.000262628,0.00001444188,0.0006236669,0.9834494,0.0001773175,0.0006112158,0.0001775287,0.007932492,0.00002793309],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933808,0.0004569899,0.002132112,0.0007971505,0.00004716211,0.0001697178,0.0001852509,0.00002199169,0.00280888],"genre_scores_gemma":[0.9941381,0.0008358019,0.001633426,0.0006092836,0.00002395196,0.0003441533,0.00009844318,0.00003426375,0.002282502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008388632,"threshold_uncertainty_score":0.04436392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199040570321279,"score_gpt":0.4246254460022559,"score_spread":0.404721388970128,"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."}}