{"id":"W4400118135","doi":"10.1016/j.lanepe.2024.100991","title":"Suicide-related internet use among mental health patients who died by suicide in the UK: a national clinical survey with case–control analysis","year":2024,"lang":"en","type":"article","venue":"The Lancet Regional Health - Europe","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Healthcare Quality Improvement Partnership; Medical Research Council; Gambling Research Exchange Ontario; National Institute for Health and Care Research; Patient Safety Translational Research Centre; Department for Education, UK Government; NIHR Greater Manchester Patient Safety Translational Research Centre","keywords":"Mental health; The Internet; Psychiatry; Suicide prevention; Medicine; Occupational safety and health; Population; Poison control; Medical emergency; Psychology; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006789534,0.0003307853,0.0009300188,0.0002305186,0.0003313299,0.0001203462,0.0005068092,0.00008903565,0.0001368416],"category_scores_gemma":[0.0002148186,0.0001818658,0.0001909499,0.001616214,0.0003113773,0.0001259389,0.00008054342,0.00095344,0.0001185539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870671,"about_ca_system_score_gemma":0.0002307122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03411685,"about_ca_topic_score_gemma":0.04150232,"domain_scores_codex":[0.9914001,0.005231234,0.001155525,0.0007039234,0.0007063485,0.0008028865],"domain_scores_gemma":[0.9951454,0.003585389,0.0003978571,0.0005014066,0.0001995888,0.0001703617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007317241,0.0002015633,0.7387702,0.00001375858,0.001060062,0.0001299712,0.003549179,0.00001873697,3.981017e-8,0.0009933147,0.2539884,0.0005430905],"study_design_scores_gemma":[0.002231493,0.000568562,0.9896069,0.00006345731,0.0001017433,0.0001001347,0.0002718296,0.0007461766,3.306092e-8,0.00004856546,0.006071322,0.0001897616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625054,0.005116843,0.00007530127,0.0294002,0.0004268756,0.001029016,0.0007583964,0.0001149086,0.0005730493],"genre_scores_gemma":[0.9717781,0.0007681946,0.00001469539,0.02583248,0.0002041836,0.0000713524,0.0005147494,0.00005168292,0.0007645543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2508367,"threshold_uncertainty_score":0.9759877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138403762380029,"score_gpt":0.417490341008088,"score_spread":0.279086578628059,"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."}}