{"id":"W4304136405","doi":"10.1192/j.eurpsy.2022.2320","title":"Social isolation and suicide risk: Literature review and perspectives","year":2022,"lang":"en","type":"review","venue":"European Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec en Outaouais","funders":"","keywords":"Social isolation; PsycINFO; Isolation (microbiology); Suicide prevention; Psychology; Poison control; Intervention (counseling); Etiology; Psychopathology; Social support; Clinical psychology; Psychiatry; Medicine; MEDLINE; Social psychology; Medical emergency; 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":[0.0007556919,0.0005224903,0.001304644,0.0001840704,0.0006005323,0.00008326703,0.0002391295,0.000120412,0.0009234735],"category_scores_gemma":[0.00006779882,0.0004391915,0.000356343,0.0004333472,0.0001063663,0.00007187461,0.0002509329,0.001171976,0.0001407413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003277388,"about_ca_system_score_gemma":0.00003871949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007999027,"about_ca_topic_score_gemma":0.000005930608,"domain_scores_codex":[0.9960025,0.002130169,0.0005622272,0.000850092,0.0001508341,0.0003041867],"domain_scores_gemma":[0.9988186,0.0001516959,0.0005407013,0.0003776924,0.00003439716,0.00007696519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002161281,0.000138169,0.0009169281,0.03031452,0.001381317,0.0000804329,0.01922623,3.994137e-9,9.26662e-9,0.004788137,0.1567799,0.7863528],"study_design_scores_gemma":[0.0002263714,0.00008338587,0.001912997,0.004149016,0.002482434,0.000194849,0.00176355,2.980278e-8,1.922892e-10,0.0001103267,0.9886345,0.0004425973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001071108,0.953308,0.000002636108,0.0005376519,0.0008690131,0.0006542368,0.0001431623,0.0001051547,0.04436937],"genre_scores_gemma":[0.000006903863,0.9957183,0.0001153361,0.0006445071,0.001175239,0.00005712904,0.0001175044,0.000125699,0.00203937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8318546,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0567566846572329,"score_gpt":0.3626671511672636,"score_spread":0.3059104665100307,"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."}}