{"id":"W1991308527","doi":"10.1111/sltb.12043","title":"A Five‐Month Longitudinal Study of Psychache and Suicide Ideation: Replication in General and High‐Risk University Students","year":2013,"lang":"en","type":"article","venue":"Suicide and Life-Threatening Behavior","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Suicidal ideation; Suicide ideation; Longitudinal study; Suicide prevention; Clinical psychology; Psychology; Depression (economics); Ideation; Suicide attempt; Psychological pain; Poison control; Injury prevention; Human factors and ergonomics; Psychiatry; Replication (statistics); Medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003924443,0.0002569813,0.000472588,0.0002591081,0.0002358115,0.00005387995,0.0001576896,0.0001286415,0.00009719121],"category_scores_gemma":[0.00004419005,0.0002454485,0.00003744548,0.0002532699,0.0001502788,0.0002224434,0.0001778464,0.0002293954,0.000007622179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003246842,"about_ca_system_score_gemma":0.0000142338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05590638,"about_ca_topic_score_gemma":0.002523202,"domain_scores_codex":[0.9980884,0.0002142002,0.0004193519,0.0007326439,0.0002297545,0.0003156947],"domain_scores_gemma":[0.9989364,0.0001366031,0.0002289584,0.0004291298,0.0001207219,0.0001482401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001774858,0.0004887687,0.985796,0.00001012549,0.0001295366,0.00004613831,0.007206529,0.00000242774,0.0001860888,0.0001285027,0.00007811701,0.005750282],"study_design_scores_gemma":[0.00336123,0.0006829953,0.97843,0.00001466155,0.0003520875,0.00001661592,0.01676774,0.00001621219,0.00003268253,0.00008791578,0.000006742153,0.0002310671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974771,0.001140107,0.00002077867,0.0001072394,0.00009143328,0.001006754,0.00001693272,0.00004414425,0.00009555459],"genre_scores_gemma":[0.9986197,0.0002860118,0.0002180822,0.00003504461,0.00005025053,0.000100094,0.00001545445,0.00002134868,0.0006540032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05338318,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05095527262793105,"score_gpt":0.3426837946015369,"score_spread":0.2917285219736058,"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."}}