{"id":"W1993668798","doi":"10.1016/j.copsyc.2015.02.008","title":"Ambulatory measurement of emotional dysfunction in borderline personality disorder","year":2015,"lang":"en","type":"article","venue":"Current Opinion in Psychology","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Borderline personality disorder; Psychology; Ambulatory; Personality; Empirical research; Clinical psychology; Social psychology; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001987695,0.0002775048,0.000492433,0.0005380933,0.00002953564,0.00000629986,0.0002933039,0.0003192152,0.0009934879],"category_scores_gemma":[0.0001225747,0.0002942132,0.0001169278,0.0006266672,0.0002787046,0.00009421965,0.00004477996,0.0005915798,0.0001513521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409312,"about_ca_system_score_gemma":0.0001297924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003947218,"about_ca_topic_score_gemma":0.0003219286,"domain_scores_codex":[0.9965048,0.0007933227,0.0009224991,0.0007631697,0.0004957303,0.0005205001],"domain_scores_gemma":[0.9987656,0.00005794594,0.0002638981,0.0005255766,0.000239585,0.0001473793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001107775,0.004832503,0.8743567,0.0001368672,0.0000426781,0.000004141232,0.003311366,0.00005076553,0.00005850682,0.01270708,0.04150269,0.06188887],"study_design_scores_gemma":[0.006707451,0.0003261753,0.7904739,0.0001087227,0.000006185585,0.00002855069,0.0008182406,0.0000575991,4.166876e-7,0.004543582,0.1966678,0.0002614131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8544695,0.0527099,0.006783675,0.005053277,0.05022011,0.001170188,0.0001331338,0.0001097517,0.02935045],"genre_scores_gemma":[0.998377,0.0004213363,0.0001142622,0.0002638828,0.00040765,0.0001667818,0.0001644961,0.00003174496,0.00005287887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1551651,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596214702414653,"score_gpt":0.4198407992146688,"score_spread":0.2602193289732035,"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."}}