{"id":"W3152740999","doi":"10.2196/26948","title":"Suicide Prevention Among College Students Before and During the COVID-19 Pandemic: Protocol for a Systematic Review and Meta-analysis","year":2021,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Psychological intervention; Context (archaeology); MEDLINE; Mental health; Medicine; Scopus; CINAHL; Cochrane Library; Meta-analysis; Systematic review; Psychology; Family medicine; Psychiatry; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01206859,0.000790259,0.008099546,0.0006382041,0.001030462,0.0003882925,0.001186824,0.0004306185,0.0007598318],"category_scores_gemma":[0.001656181,0.0004218858,0.00241318,0.002060429,0.0004147103,0.0001420067,0.001089604,0.001123745,0.00002208202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003258326,"about_ca_system_score_gemma":0.0003987574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006953106,"about_ca_topic_score_gemma":0.0005383588,"domain_scores_codex":[0.9851741,0.00890688,0.002115491,0.001448083,0.001378958,0.0009764929],"domain_scores_gemma":[0.9935017,0.002666681,0.001172689,0.001706198,0.00057201,0.0003806972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004629213,0.0002577041,0.001097825,0.9060794,0.08929256,0.00004810598,0.0003524919,2.778649e-8,1.88521e-8,0.0001389924,0.002428268,0.0002583718],"study_design_scores_gemma":[0.002586667,0.0007954469,0.0002407978,0.177908,0.2404889,0.0002140606,0.0006770014,5.531525e-7,8.930187e-8,0.0002273068,0.576072,0.0007891716],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[2.859146e-7,0.4046786,0.000006697579,0.000102498,0.000001307242,0.5949671,0.0001591894,0.00004019749,0.00004413195],"genre_scores_gemma":[1.314611e-7,0.08507094,0.00002290798,0.0001417928,0.00005219395,0.9020765,0.00003624101,0.00008596688,0.01251329],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7281713,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5853292884226795,"score_gpt":0.664072788812553,"score_spread":0.07874350038987354,"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."}}