{"id":"W4415170130","doi":"10.2196/77237","title":"Development and Health System Deployment of an Electronic Health Record–Integrated Chatbot Intervention for Connecting Fall Risk Screening to Community Resources After Emergency Department Visits: Implementation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Software deployment; Workflow; Referral; Intervention (counseling); Chatbot; Emergency department; Health care; Digital health; Telehealth; Formative assessment","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":[0.0161024,0.0009010698,0.0005764963,0.0009097067,0.001335237,0.001923841,0.001781616,0.001277394,0.003018878],"category_scores_gemma":[0.02764548,0.000701963,0.0007509423,0.0004381303,0.0008478105,0.00184154,0.002255099,0.001378317,0.0007569924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003357698,"about_ca_system_score_gemma":0.008491419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163797,"about_ca_topic_score_gemma":0.01025146,"domain_scores_codex":[0.9930679,0.00369588,0.0005809015,0.0008552883,0.0007908276,0.001009272],"domain_scores_gemma":[0.9828745,0.007854012,0.001138628,0.001604429,0.004510146,0.002018231],"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":[0.006085833,0.08810925,0.1274072,0.004599961,0.000649332,0.001754022,0.03352092,0.01003497,0.03847005,0.001697836,0.009879526,0.6777911],"study_design_scores_gemma":[0.01497931,0.1857696,0.4887134,0.002386902,0.00280132,0.001256088,0.03787686,0.1341487,0.08010045,0.001745927,0.04948602,0.0007352458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637448,0.00009741828,0.01585822,0.0006333723,0.00007100732,0.01445705,0.0004819435,0.001868461,0.002787706],"genre_scores_gemma":[0.8888751,0.0001564403,0.09838107,0.0008532812,0.00003570707,0.008368068,0.0009143509,0.0001983201,0.002217725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0161024,"threshold_uncertainty_score":0.08515865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083487728261246,"score_gpt":0.5307748208971209,"score_spread":0.4224260480709964,"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."}}