{"id":"W4416424651","doi":"10.2196/80261","title":"Factors Associated With Suicidal Ideation Among Persons With Disabilities in South Korea: Retrospective Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Korea Health Industry Development Institute","keywords":"Suicidal ideation; Mental health; Observational study; Suicide prevention; Occupational safety and health; Poison control; Human factors and ergonomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004431769,0.0003300007,0.0004222388,0.0008068513,0.0004532797,0.0004959336,0.0003022155,0.0003590967,0.001042808],"category_scores_gemma":[0.001181716,0.0004735547,0.0006321248,0.001243661,0.0002892472,0.0006438853,0.0006699284,0.0007385309,0.0002165505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004319293,"about_ca_system_score_gemma":0.0005588378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008195681,"about_ca_topic_score_gemma":0.01216627,"domain_scores_codex":[0.9996848,0.00005827495,0.00008021913,0.00007751656,0.00004791674,0.00005130876],"domain_scores_gemma":[0.9991309,0.00006882457,0.0004476239,0.00007862756,0.000115032,0.0001589833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003072998,0.00002802753,0.9990672,0.0000225802,0.00002423079,0.00006385114,0.0001168269,0.00001360085,0.00006557743,0.000006476143,0.00007473909,0.0004860641],"study_design_scores_gemma":[0.000007062358,0.00009899092,0.9982263,0.00002710019,0.00003120093,0.0003171878,0.0009882712,0.00009369011,0.00002309965,0.00001198109,0.0001690963,0.000005966495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990082,0.0001887257,0.00004730808,0.00003211151,0.000002826944,0.00003090877,0.000539192,0.000001657279,0.00014901],"genre_scores_gemma":[0.9988857,0.0001979722,0.00008269592,0.00003957711,0.000003567066,0.00004101874,0.000667816,0.000001043124,0.00008058683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008195681,"threshold_uncertainty_score":0.01629591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955356833749917,"score_gpt":0.438556085998255,"score_spread":0.2430204026232632,"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."}}