{"id":"W4312118466","doi":"10.1097/hrp.0000000000000351","title":"Unremitting Suicidality in Borderline Personality Disorder: A Single Case Study and Discussion of Technology in Clinical Care","year":2022,"lang":"en","type":"article","venue":"Harvard Review of Psychiatry","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Borderline personality disorder; Suicidal ideation; Dialectical behavior therapy; Psychiatry; Suicide attempt; Psychology; Personality disorders; Psychiatric history; Hypervigilance; Clinical psychology; Personality; Poison control; Suicide prevention; Medicine; Anxiety; Medical emergency","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":[0.003399304,0.0002553802,0.001169178,0.0003355106,0.0001069408,0.000003880299,0.0003219789,0.0001760872,0.0008456472],"category_scores_gemma":[0.0001899892,0.00020953,0.0002184825,0.001109562,0.0002838098,0.00004580925,0.0002708273,0.0008842984,0.000004077047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004753618,"about_ca_system_score_gemma":0.0001266885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00282782,"about_ca_topic_score_gemma":0.007791469,"domain_scores_codex":[0.9945991,0.002077857,0.001922962,0.0007603976,0.000276145,0.0003635485],"domain_scores_gemma":[0.9983026,0.0001368677,0.000673002,0.0007405233,0.00008004275,0.00006700249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001462151,0.004882304,0.9367857,0.002764339,0.00003913102,0.0002373755,0.003968396,8.884041e-7,0.000005513953,0.0007688762,0.0002808002,0.05012046],"study_design_scores_gemma":[0.006902028,0.002789662,0.6864648,0.002140098,0.0001859366,0.001215713,0.275341,0.0000131218,3.684276e-7,0.00126913,0.02314704,0.0005311509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909745,0.08375665,0.00001003922,0.003755156,0.0006996142,0.001102373,0.0001240172,0.00002276874,0.0007843643],"genre_scores_gemma":[0.996698,0.001934982,0.0004645443,0.0005788339,0.00003989422,0.0001920806,0.00003336649,0.00002535469,0.00003293575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2713726,"threshold_uncertainty_score":0.9259244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564804967957636,"score_gpt":0.372976349755619,"score_spread":0.3373283000760426,"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."}}