{"id":"W4402580351","doi":"10.2196/52293","title":"A Suicide Prevention Digital Technology for Individuals Experiencing an Acute Suicide Crisis in Emergency Departments: Naturalistic Observational Study of Real-World Acceptability, Feasibility, and Safety","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Observational study; Naturalistic observation; Medical emergency; Medicine; Suicide prevention; Psychiatry; Psychology; Poison control; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006816658,0.0005305806,0.0006112223,0.0008919886,0.001589494,0.001164217,0.0007269335,0.0008836986,0.001486695],"category_scores_gemma":[0.02547831,0.0008307988,0.001049208,0.0004110924,0.001489308,0.001471441,0.001520587,0.001550093,0.000384867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001297367,"about_ca_system_score_gemma":0.002152561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604396,"about_ca_topic_score_gemma":0.005341708,"domain_scores_codex":[0.9952528,0.003226154,0.0003908263,0.0003841303,0.0004467676,0.0002993121],"domain_scores_gemma":[0.9833938,0.006980791,0.004636592,0.001668872,0.001772124,0.00154782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01048135,0.109138,0.7747062,0.001072796,0.0005486853,0.0009304811,0.0512638,0.0006805899,0.002206781,0.0003522621,0.002667842,0.04595117],"study_design_scores_gemma":[0.007940323,0.1859414,0.7321537,0.0004435564,0.0004850289,0.0008744327,0.05972057,0.004316871,0.00204831,0.0005745531,0.005204253,0.0002971165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987136,0.00002067018,0.0001423754,0.0000394364,0.000003444508,0.0008595493,0.00006720384,0.000004536598,0.0001492264],"genre_scores_gemma":[0.9953325,0.00009409428,0.001269856,0.000235646,0.00001742514,0.00267836,0.0001646965,0.000004312428,0.0002031367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006816658,"threshold_uncertainty_score":0.03605038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.22542665046362,"score_gpt":0.5282921224603319,"score_spread":0.3028654719967119,"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."}}