{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001482458,0.0002397979,0.0004032345,0.00284399,0.0005366034,0.000937483,0.0004846802,0.00048461,0.00171298],"category_scores_gemma":[0.005394884,0.0003012355,0.0007691068,0.003915086,0.0004488565,0.0007547602,0.001138193,0.0007045637,0.0002993871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007367476,"about_ca_system_score_gemma":0.00100119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02705333,"about_ca_topic_score_gemma":0.02650415,"domain_scores_codex":[0.9988762,0.0003759744,0.0002064399,0.0001184104,0.0002563346,0.0001665883],"domain_scores_gemma":[0.9962992,0.0007081614,0.001713233,0.0002079224,0.000550191,0.0005213119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001555525,0.0000213715,0.9979729,0.00002555396,0.00001765519,0.00005122916,0.0005527982,0.00001224934,0.00003443551,0.00001820253,0.00006452004,0.001213524],"study_design_scores_gemma":[0.000001904275,0.00006896387,0.9960658,0.00003635257,0.00001454919,0.0001305521,0.003396958,0.00007980008,0.00001900424,0.00001317907,0.0001677967,0.000005192762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988573,0.0001874236,0.00005636523,0.0001232437,0.000003764876,0.00001717569,0.0004572115,0.000002119064,0.0002954755],"genre_scores_gemma":[0.9991369,0.0002184831,0.00008935216,0.0000261353,0.000004610348,0.00002199455,0.0004212291,0.000001095018,0.0000801131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02705333,"threshold_uncertainty_score":0.0537917,"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."}}