{"id":"W4394710247","doi":"10.1186/s44263-024-00055-4","title":"Clustering of lifestyle risk factors in relation to suicidal thoughts and behaviors in young adolescents: a cross-national study of 45 low- and middle-income countries","year":2024,"lang":"en","type":"article","venue":"BMC Global and Public Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health and Long Term Care","funders":"Centers for Disease Control and Prevention; World Health Organization","keywords":"Low and middle income countries; Cluster analysis; Psychology; Low income; Relation (database); Suicidal behavior; Environmental health; Medicine; Suicide prevention; Poison control; Demographic economics; Developing country; Economics; Economic growth; Computer science; Data mining","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":[0.0008474675,0.0001289205,0.0002964805,0.0002142583,0.00008193166,0.00005604457,0.00005082153,0.00007598951,0.000005947298],"category_scores_gemma":[0.0001094044,0.0001127804,0.00001785492,0.0003946829,0.00007054525,0.0001742903,0.00008705146,0.0001262193,9.836139e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115536,"about_ca_system_score_gemma":0.0001204874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01646171,"about_ca_topic_score_gemma":0.03614156,"domain_scores_codex":[0.9984719,0.0002189676,0.0005199813,0.0003010973,0.0002212993,0.0002667459],"domain_scores_gemma":[0.9995138,0.0001083681,0.0001062123,0.00008245018,0.00006859397,0.000120553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007221355,0.0001998955,0.9855316,0.0003880447,0.00001835709,0.000002951805,0.01327968,0.00001634371,4.695442e-7,0.0003868146,0.000007806857,0.00009586603],"study_design_scores_gemma":[0.0009883277,0.0002770169,0.9917892,0.0001412479,0.000007172106,0.000006694921,0.006481937,0.0001236168,3.960108e-7,0.00008420776,0.0000140132,0.00008620266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975036,0.001314572,0.00004768839,0.0001450317,0.0002526315,0.0004583992,0.0001423996,0.0000190022,0.0001166614],"genre_scores_gemma":[0.9997453,0.00008990087,0.00004659106,0.00003714885,0.00003485933,0.00001808998,0.000005927162,0.000006570126,0.00001559205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01967985,"threshold_uncertainty_score":0.9900877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04888591198417145,"score_gpt":0.3708248817248764,"score_spread":0.321938969740705,"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."}}