{"id":"W4384627456","doi":"10.1192/bjo.2023.526","title":"Prevalence and factors associated with suicidal ideation among students taking university entrance tests: revisited and a study based on Geographic Information System data","year":2023,"lang":"en","type":"article","venue":"BJPsych Open","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Suicidal ideation; Anxiety; Residence; Mental health; Test (biology); Psychology; Population; Pandemic; Depression (economics); Clinical psychology; Psychiatry; Demography; Suicide prevention; Poison control; Medicine; Environmental health; Coronavirus disease 2019 (COVID-19); Disease","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":[0.0009225037,0.0001277562,0.0001752808,0.0002078502,0.0002420807,0.0001446983,0.0004939236,0.00005479667,0.00001750897],"category_scores_gemma":[0.00006070207,0.0001148135,0.000009004828,0.0005963136,0.00003746173,0.0006840621,0.0002227917,0.0001097974,0.000007662153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414502,"about_ca_system_score_gemma":0.0000488269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003474837,"about_ca_topic_score_gemma":0.001102255,"domain_scores_codex":[0.9986895,0.000254453,0.0001910742,0.0003621073,0.0002981959,0.0002046618],"domain_scores_gemma":[0.9989747,0.0001952873,0.0002531755,0.000443414,0.00004322938,0.00009014137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002312655,0.0001355319,0.9969631,0.0001528019,0.00004923102,0.000009312347,0.00161255,0.000008343235,8.915665e-7,0.00005044808,0.00007963985,0.000706887],"study_design_scores_gemma":[0.002809486,0.0004424314,0.9893267,0.0003756574,0.00005842433,4.649499e-7,0.005516757,0.001227646,3.529465e-7,7.83427e-7,0.0001209682,0.0001203051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959796,0.00001447828,0.00005267098,0.0000428551,0.00008317672,0.002958534,0.000227454,0.00009940398,0.0005418054],"genre_scores_gemma":[0.9994887,0.000009809576,0.000005789945,0.00008037534,0.000006766926,0.00001820805,0.0002832653,0.000008114966,0.00009901866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007636374,"threshold_uncertainty_score":0.5252937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018069506551826,"score_gpt":0.4048930399668295,"score_spread":0.3030860893116468,"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."}}