{"id":"W2939802248","doi":"10.2139/ssrn.3220113","title":"Replicable Associations Between Common Mental Distress and Suicide Risk in Young People: Implications for Clinical Practice and Population Suicide Prevention","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Psychiatry; Suicide prevention; Distress; Mental distress; Mental health; Population; Psychology; Medicine; Psychological distress; Poison control; Clinical psychology; Medical emergency; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05529162,0.0009615834,0.001408797,0.001984859,0.001595494,0.003476788,0.002525622,0.001680671,0.004862871],"category_scores_gemma":[0.1994235,0.0009041521,0.002001087,0.002208526,0.002385122,0.003809326,0.002515759,0.002889161,0.0009017396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109327,"about_ca_system_score_gemma":0.003550955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177484,"about_ca_topic_score_gemma":0.01807831,"domain_scores_codex":[0.9792752,0.01182617,0.002539301,0.002879487,0.002738037,0.0007418884],"domain_scores_gemma":[0.7723948,0.1600873,0.01626778,0.02661814,0.0206955,0.003936424],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002201425,0.0002221388,0.9882522,0.0002540304,0.0008606594,0.000123897,0.002591042,0.0001150498,0.0002115051,0.0003514904,0.0006139913,0.006183716],"study_design_scores_gemma":[0.0000672708,0.0004507269,0.9926084,0.0002011189,0.0003488121,0.0001337316,0.003872938,0.0003317845,0.0001320062,0.001138102,0.0006954995,0.00001960202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803399,0.004904278,0.004290015,0.002208616,0.000815861,0.0006538362,0.00154227,0.00003804833,0.005207181],"genre_scores_gemma":[0.9956048,0.0005321464,0.001595576,0.0004644459,0.0001412258,0.0002835527,0.0007163671,0.00001755042,0.0006443961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9447084,"threshold_uncertainty_score":0.2924135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04981934903389346,"score_gpt":0.4354325168611078,"score_spread":0.3856131678272144,"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."}}