{"id":"W4214885643","doi":"10.1101/2022.02.28.22271669","title":"Risk of Suicide Ideation in Comorbid Substance Use Disorder and Major Depression","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; University of Saskatchewan","funders":"","keywords":"Psychiatry; Suicidal ideation; Comorbidity; Alcohol use disorder; Medicine; Depression (economics); Suicide prevention; Poison control; Population; Psychology; Clinical psychology; Medical emergency; Environmental health; Alcohol","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004426301,0.0002424348,0.0003802637,0.0007918605,0.0008166244,0.0006131244,0.0004258639,0.0003621608,0.002241747],"category_scores_gemma":[0.003025576,0.0002437192,0.0008423746,0.0008328537,0.0002538672,0.000220075,0.0007672686,0.0007900042,0.0001227083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608731,"about_ca_system_score_gemma":0.002382647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2878567,"about_ca_topic_score_gemma":0.4001784,"domain_scores_codex":[0.9994889,0.0000960541,0.00004650178,0.00008083392,0.0001552266,0.0001324534],"domain_scores_gemma":[0.9986828,0.0001225882,0.0005667859,0.00006044742,0.0002474929,0.0003198946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003732923,0.00001828113,0.9972764,0.00001686945,0.00009122991,0.00004865525,0.00004032897,0.00002368589,0.00004896251,0.00002548783,0.0001443936,0.002228447],"study_design_scores_gemma":[0.000003480264,0.00002027877,0.9992136,0.00002128046,0.00004505723,0.0002293213,0.000118283,0.0002025487,0.00001709904,0.0000283199,0.00009807105,0.000002676271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973401,0.0009119369,0.00008790421,0.0001898548,0.00001261591,0.00002708765,0.000454821,0.000006348054,0.0009693761],"genre_scores_gemma":[0.9993047,0.0002070885,0.0001072085,0.00002675409,0.000006316081,0.000005350021,0.0002245092,7.001443e-7,0.0001172919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2878567,"threshold_uncertainty_score":0.5723623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099417674770107,"score_gpt":0.3240800636580247,"score_spread":0.2830858869103237,"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."}}