{"id":"W2803982004","doi":"10.1002/jclp.22639","title":"A four‐year longitudinal study examining psychache and suicide ideation in elevated‐risk undergraduates: A test of Shneidman's model of suicidal behavior","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Psychology","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Suicidal ideation; Psychology; Psychological pain; Clinical psychology; Depression (economics); Suicide prevention; Suicide ideation; Suicide attempt; Psychiatry; Poison control; 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":[],"consensus_categories":[],"category_scores_codex":[0.004747051,0.0002857352,0.00147853,0.0005437942,0.00006430461,0.0000101758,0.0004048165,0.0003642252,0.0001145695],"category_scores_gemma":[0.002053072,0.0002406094,0.0002468337,0.0004370158,0.0006943984,0.000144708,0.00009201826,0.00097327,0.00001270264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002319276,"about_ca_system_score_gemma":0.00008422863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002485873,"about_ca_topic_score_gemma":0.0005433788,"domain_scores_codex":[0.9943943,0.0008207331,0.003437919,0.0005251932,0.0003986111,0.000423242],"domain_scores_gemma":[0.9935563,0.002623771,0.002541569,0.0004934434,0.0006231351,0.0001617584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001975534,0.003856431,0.9869246,0.00001183984,0.0004069206,0.00008797313,0.002253155,0.00001532443,0.0006082206,0.0001191738,0.0004295982,0.003311226],"study_design_scores_gemma":[0.008196415,0.01144078,0.973836,0.0000304733,0.0004327985,0.0001081103,0.002928466,0.000140411,0.0000350597,0.002658884,0.000005675223,0.0001869424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955368,0.0003248042,0.001294467,0.0003120927,0.000905921,0.0003781159,0.00001387728,0.00001230739,0.001221613],"genre_scores_gemma":[0.9972034,0.0002566068,0.001859826,0.0001844601,0.0003847446,0.00001564865,0.000001058026,0.00003499378,0.00005930916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01308862,"threshold_uncertainty_score":0.9811766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.395288776233699,"score_gpt":0.5164236579572861,"score_spread":0.1211348817235871,"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."}}