{"id":"W4315619412","doi":"10.1080/10615806.2023.2165646","title":"Longitudinal pathways between suicidal ideation and life stress","year":2023,"lang":"en","type":"article","venue":"Anxiety Stress & Coping","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Suicidal ideation; Psychology; Clinical psychology; Borderline personality disorder; Interpersonal communication; Personality; Interpersonal relationship; Longitudinal study; Suicide prevention; Stress (linguistics); Poison control; Psychiatry; Medicine; Medical emergency; Social psychology","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":[0.000201415,0.000227961,0.0003308719,0.0001313562,0.0003353515,0.0000713701,0.0001644532,0.0001372295,0.0001387685],"category_scores_gemma":[0.00007675678,0.0002269177,0.00008178475,0.0003527135,0.0000853707,0.0001421302,0.0001702675,0.0002138222,0.0002361036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002346821,"about_ca_system_score_gemma":0.00002503839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007355117,"about_ca_topic_score_gemma":0.0002466556,"domain_scores_codex":[0.9983339,0.0000842635,0.0003243098,0.0004990785,0.0002374938,0.0005209993],"domain_scores_gemma":[0.9990866,0.0003044555,0.0001081871,0.0002931801,0.00007196079,0.0001356561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001999333,0.00002115644,0.986088,0.00006464589,0.0002041412,0.00002362641,0.002705405,0.00001628882,0.00006149747,0.0009279918,0.003117856,0.006749415],"study_design_scores_gemma":[0.0005544039,0.00005983589,0.9948506,0.00003658899,0.00006790081,0.000002565901,0.002854241,0.00003522832,0.0003158441,0.0002866571,0.0006796552,0.0002564909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933151,0.001838116,0.0001805236,0.000715196,0.0004693055,0.0002218315,0.0001477053,0.0003414898,0.002770749],"genre_scores_gemma":[0.9982262,0.0004846434,0.00003919536,0.0002021678,0.0006003188,0.00005642122,0.0001360194,0.00003134623,0.0002236427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008762605,"threshold_uncertainty_score":0.9253438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0749705094542806,"score_gpt":0.3303507228265056,"score_spread":0.2553802133722249,"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."}}