{"id":"W2137122326","doi":"10.1111/bdi.12016","title":"The quality of life construct in bipolar disorder research and practice: past, present, and possible futures","year":2012,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biopsychosocial model; Construct (python library); Psychosocial; Psychology; Bipolar disorder; Parallels; Quality of life (healthcare); Phenomenology (philosophy); Mental health; Psychotherapist; Schizophrenia (object-oriented programming); Clinical psychology; Mood; Psychiatry; Epistemology","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":[0.002467428,0.0002355746,0.0003987413,0.0002329905,0.0004361858,0.00005375548,0.000130296,0.0001656182,0.00002498761],"category_scores_gemma":[0.000820975,0.0001620714,0.00007117207,0.0005223408,0.001030757,0.0003239466,0.0001927964,0.0004824483,0.00000629069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003577211,"about_ca_system_score_gemma":0.0001447296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377912,"about_ca_topic_score_gemma":0.002488545,"domain_scores_codex":[0.997123,0.0007303455,0.0004968985,0.0003424509,0.0006090859,0.0006981919],"domain_scores_gemma":[0.9972431,0.001622402,0.0001532066,0.0004947933,0.0001535758,0.0003329313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004841477,0.0007377061,0.8292805,0.0001450183,0.0001614425,4.338183e-7,0.00131421,2.751325e-7,0.0001914074,0.003226001,0.0002872875,0.1641716],"study_design_scores_gemma":[0.001839033,0.0002190959,0.6556492,0.00002335557,0.00004784701,0.00001904981,0.005345556,0.000008875033,0.00003662014,0.0005369376,0.3361551,0.0001193226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4019662,0.5894823,0.00001895973,0.006771245,0.00008723584,0.0007635702,0.00002262739,0.00002235213,0.0008655449],"genre_scores_gemma":[0.9163616,0.08279972,0.0003469334,0.00006303527,0.0001635124,0.00005889959,0.00001593162,0.00003423982,0.0001561241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5143954,"threshold_uncertainty_score":0.660908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05511886146362845,"score_gpt":0.3897999118281839,"score_spread":0.3346810503645554,"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."}}