{"id":"W4390508591","doi":"10.2196/46501","title":"Design and Implementation of an Inpatient Fall Risk Management Information System","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tongji University; Huazhong University of Science and Technology","keywords":"Fall prevention; Medicine; Workflow; Health care; Patient safety; Medical emergency; Incident report; Risk management; Nursing; Poison control; Human factors and ergonomics; Computer science; Computer security; Business","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":[0.004282671,0.0005270598,0.0003152072,0.001026304,0.0006311641,0.001252972,0.001211337,0.0006458068,0.00204042],"category_scores_gemma":[0.0057199,0.000329337,0.0005450719,0.0004853457,0.0004076473,0.001310908,0.00114841,0.0007802002,0.0004398635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403596,"about_ca_system_score_gemma":0.004789866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200463,"about_ca_topic_score_gemma":0.001510178,"domain_scores_codex":[0.9972579,0.0008748781,0.0004360587,0.0004034238,0.0007241258,0.0003036979],"domain_scores_gemma":[0.9960116,0.0008980146,0.0004364449,0.0004379112,0.001607424,0.0006085506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002103029,0.006869496,0.1070591,0.002507315,0.000243507,0.002190583,0.01028186,0.02307904,0.1060877,0.01018214,0.008651676,0.7207446],"study_design_scores_gemma":[0.002523043,0.02730706,0.2329057,0.001453627,0.001435616,0.002258257,0.009579527,0.3110929,0.2189567,0.006255402,0.185537,0.0006952457],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5903733,0.0003036607,0.3771015,0.001227042,0.0002000947,0.01120498,0.0007002306,0.007471,0.01141816],"genre_scores_gemma":[0.5329425,0.0001499115,0.4592187,0.0003386086,0.00003067148,0.00349741,0.001048333,0.0001200654,0.002653833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004282671,"threshold_uncertainty_score":0.02264917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967218054874715,"score_gpt":0.3747278962210972,"score_spread":0.3550557156723501,"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."}}