{"id":"W4312399491","doi":"10.2196/41422","title":"ReachCare Mobile Apps for Patients Experiencing Suicidality in the Emergency Department: Development and Usability Testing Using Mixed Methods","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"Usability; Psychological intervention; Emergency department; mHealth; Medical emergency; Medicine; Staffing; Telemedicine; Intervention (counseling); Suicide prevention; Poison control; Psychology; Nursing; Health care; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.006683232,0.0001272141,0.0001739401,0.0001941215,0.001138543,0.00003864906,0.0003236494,0.00003804555,0.0001556808],"category_scores_gemma":[0.0003305665,0.0001063483,0.00005478608,0.0007879265,0.0001131159,0.000261174,0.0005051976,0.0004259735,0.000005740041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007681659,"about_ca_system_score_gemma":0.00007358135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001957775,"about_ca_topic_score_gemma":0.00004972258,"domain_scores_codex":[0.9953318,0.002448933,0.0006976745,0.0003409109,0.0005345214,0.0006461745],"domain_scores_gemma":[0.9982029,0.001073241,0.0001363281,0.0002861946,0.0002136578,0.00008763581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000236218,0.003372803,0.07552692,0.0004422987,0.00003489094,0.000003217834,0.2326568,0.00001038445,0.00004423914,0.001856472,0.000588065,0.6852277],"study_design_scores_gemma":[0.001997328,0.004064981,0.6452612,0.0001293041,0.000007040126,0.00001942935,0.3291792,0.001489611,0.0009417664,0.006024987,0.01044892,0.0004363306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940948,0.0001396878,0.0004536104,0.00004327925,0.0004018371,0.002875666,0.0001173487,0.00001890335,0.00185484],"genre_scores_gemma":[0.9828272,3.143806e-7,0.004524249,0.00001825403,0.0000111242,0.01249817,0.00006671664,0.00001425025,0.00003969057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6847914,"threshold_uncertainty_score":0.8756869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665655585237005,"score_gpt":0.5715733358266736,"score_spread":0.3050077773029731,"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."}}