{"id":"W4387807482","doi":"10.1371/journal.pgph.0002460","title":"Suicidality among university students in the Eastern Mediterranean region: A systematic review","year":2023,"lang":"en","type":"review","venue":"PLOS Global Public Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Suicidal ideation; PsycINFO; CINAHL; Stigma (botany); Cochrane Library; Population; Psychology; MEDLINE; Social stigma; Clinical psychology; Mental health; Medicine; Poison control; Psychiatry; Suicide prevention; Family medicine; Environmental health; Meta-analysis; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005793325,0.0006382051,0.004588224,0.0002286016,0.000260025,0.0001123952,0.00254643,0.0003186939,0.00005732363],"category_scores_gemma":[0.00071295,0.0004209699,0.0006323611,0.00262026,0.0001489351,0.0001440233,0.0004258516,0.000796522,0.001109055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117626,"about_ca_system_score_gemma":0.0006363442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002953775,"about_ca_topic_score_gemma":0.001835468,"domain_scores_codex":[0.9860635,0.008815422,0.001841904,0.0009062029,0.001226724,0.001146262],"domain_scores_gemma":[0.9957902,0.0007903987,0.001345303,0.00157701,0.000129718,0.0003673672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003086937,0.000386133,0.003024946,0.9621975,0.001162412,0.0005153666,0.001649303,3.137886e-9,8.854e-12,0.0006963051,0.02240071,0.007964212],"study_design_scores_gemma":[0.000741345,0.0001980954,0.002322273,0.5362398,0.002756289,0.0002266192,0.007686844,0.000001930843,3.575996e-11,0.00005952767,0.4489259,0.0008413188],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004534318,0.9841911,0.000004153152,0.004459411,0.0006037398,0.007150947,0.0001385162,0.0002071166,0.003199714],"genre_scores_gemma":[0.00009946468,0.9952689,0.000001682288,0.003277548,0.000194605,0.0003190297,0.0001345562,0.00004006525,0.0006641182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4265252,"threshold_uncertainty_score":0.9998242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3014797670473498,"score_gpt":0.4385544860046058,"score_spread":0.137074718957256,"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."}}