{"id":"W4412046123","doi":"10.2196/73110","title":"Expanding the Design Space for Fall Prevention in Acute Orthopedic Hospital Care: Human-Centered Design Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Space (punctuation); Medicine; Engineering; Medical emergency; Computer science; World Wide Web; Operating system","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":[0.05782302,0.0008220428,0.000732907,0.002021515,0.003745499,0.00440033,0.001928311,0.001696947,0.002508036],"category_scores_gemma":[0.03543389,0.0006794287,0.001041486,0.001227966,0.005241576,0.002705101,0.003920912,0.001797583,0.0002725945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00422792,"about_ca_system_score_gemma":0.007811701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174848,"about_ca_topic_score_gemma":0.002032459,"domain_scores_codex":[0.9415458,0.05197559,0.001156408,0.001609775,0.001712852,0.001999652],"domain_scores_gemma":[0.9310297,0.05682955,0.00262125,0.002363856,0.004612943,0.002542637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001130477,0.007095558,0.03969374,0.003721842,0.0001554316,0.001016315,0.7988783,0.002884998,0.006037522,0.01176611,0.001987022,0.1256327],"study_design_scores_gemma":[0.001583551,0.0175184,0.02844267,0.002489945,0.0003188088,0.0007309322,0.8758842,0.007693104,0.007074002,0.01139554,0.04667464,0.0001941563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364229,0.0005368,0.05018438,0.0009183883,0.00007974116,0.006516722,0.00008998432,0.00006813732,0.005182882],"genre_scores_gemma":[0.9225048,0.0003921735,0.06948265,0.0004466731,0.0000238634,0.006184394,0.00005646573,0.00002375015,0.0008851245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05782302,"threshold_uncertainty_score":0.305801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07973028284752567,"score_gpt":0.432269604445961,"score_spread":0.3525393215984354,"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."}}