{"id":"W2944053657","doi":"10.1111/sltb.12556","title":"A Brief Measure of Unbearable Psychache","year":2019,"lang":"en","type":"article","venue":"Suicide and Life-Threatening Behavior","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; BC Mental Health & Substance Use Services; University of British Columbia","funders":"","keywords":"Suicidal ideation; Psychology; Clinical psychology; Reliability (semiconductor); Scale (ratio); Belongingness; Convergent validity; Psychometrics; Psychiatry; Medicine; Psychotherapist; Suicide prevention; Poison control; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003746026,0.0002802684,0.0005662967,0.0001573185,0.0001226533,0.00002962354,0.0001910174,0.0002005566,0.001714553],"category_scores_gemma":[0.0000377315,0.0002463228,0.0001474841,0.0002523622,0.0001313775,0.0001097247,0.00007639446,0.0002720775,0.0002976728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001597055,"about_ca_system_score_gemma":0.00004215886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758732,"about_ca_topic_score_gemma":0.00004389572,"domain_scores_codex":[0.9981709,0.00009677609,0.0004379662,0.0005199682,0.0002744114,0.0004999446],"domain_scores_gemma":[0.9989247,0.0001222592,0.0001666631,0.0004912534,0.0001341765,0.0001609928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002225876,0.0001850253,0.983742,0.00003091851,0.0001778259,0.00003572387,0.003211381,0.000001493786,0.005130099,0.001238907,0.0009735493,0.005050498],"study_design_scores_gemma":[0.002609544,0.0005443191,0.9868931,0.00005103373,0.0004217861,0.00006251509,0.005180498,0.000004848331,0.002099542,0.0001550643,0.00149803,0.0004797225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781389,0.005695038,0.000022167,0.0001633234,0.0005449805,0.0004584983,0.00001936237,0.0001025636,0.01485521],"genre_scores_gemma":[0.9935291,0.00006857437,0.0001858246,0.0002982374,0.00009758126,0.0000997358,0.00001130705,0.00004708132,0.005662534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01539026,"threshold_uncertainty_score":0.9999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05128547059265226,"score_gpt":0.3238536216846353,"score_spread":0.272568151091983,"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."}}