{"id":"W4402830026","doi":"10.2196/60879","title":"A Digital Approach for Addressing Suicidal Ideation and Behaviors in Youth Mental Health Services: Observational Study","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Health and Medical Research Council; University of Sydney; Australian Government","keywords":"Observational study; Preprint; Mental health; Suicidal ideation; Psychology; Psychiatry; Medicine; Suicide prevention; Clinical psychology; Poison control; Medical emergency; Computer science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002315094,0.0003522905,0.0005255495,0.001776072,0.001335011,0.001082905,0.0003972744,0.0006766123,0.002314443],"category_scores_gemma":[0.00725472,0.0006436451,0.001084278,0.001765822,0.0006094156,0.001116623,0.00159201,0.001392,0.000413129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001483918,"about_ca_system_score_gemma":0.002863592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01433392,"about_ca_topic_score_gemma":0.0170878,"domain_scores_codex":[0.9984108,0.000584377,0.0002963487,0.0001753011,0.0002648098,0.0002683031],"domain_scores_gemma":[0.9949533,0.0008982427,0.002359503,0.0003108708,0.0005862869,0.0008918183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002412184,0.00127449,0.9901793,0.0001373455,0.00005716056,0.000137375,0.002392402,0.00003223175,0.00005809727,0.00003012753,0.0003447252,0.005115525],"study_design_scores_gemma":[0.0001559452,0.002377267,0.9860286,0.0001794824,0.0001253503,0.0004704496,0.009234298,0.0003251073,0.00008177198,0.00004546078,0.0009552077,0.00002098697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988618,0.000124425,0.00006985811,0.00003987002,0.000004275807,0.0003079734,0.0003525322,0.000003653492,0.0002356367],"genre_scores_gemma":[0.9980422,0.0003354577,0.0004182996,0.0001164606,0.00001578927,0.0004465911,0.000458051,0.000003736985,0.000163382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01433392,"threshold_uncertainty_score":0.02850097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3465719479365594,"score_gpt":0.5217702902592717,"score_spread":0.1751983423227123,"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."}}