{"id":"W7133053828","doi":"","title":"Applications of Semi-Markov Models to Investigate the Associations of Hospital Capacity Strain, Inpatient Falls, and Fall-Risk Assessment Completion","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Occupancy; Prioritization; MEDLINE; Risk assessment; Mortality rate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.010779,0.001075592,0.001459721,0.001728632,0.00087898,0.001639346,0.001707802,0.001463694,0.00356024],"category_scores_gemma":[0.02999996,0.001091713,0.002458556,0.001145338,0.001148613,0.001427095,0.001623905,0.002339455,0.0002995695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003043736,"about_ca_system_score_gemma":0.004019635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07510698,"about_ca_topic_score_gemma":0.06040247,"domain_scores_codex":[0.9968195,0.002081827,0.000146874,0.0003879925,0.0001931264,0.0003706937],"domain_scores_gemma":[0.9416373,0.05036918,0.004476634,0.001229033,0.001332251,0.0009556205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004218497,0.0003019744,0.07121269,0.0001009051,0.0005103461,0.00020806,0.0004756261,0.8905321,0.000440324,0.02545204,0.0007325096,0.009611611],"study_design_scores_gemma":[0.000025508,0.000061031,0.00432999,0.00001524143,0.00004121821,0.00002335971,0.0001040318,0.9858585,0.00006855666,0.009279211,0.000175898,0.00001742648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6494254,0.0005356898,0.3437703,0.001765201,0.0001123837,0.0003249741,0.001626851,0.0003552893,0.002084001],"genre_scores_gemma":[0.972314,0.0003550278,0.02417878,0.0001149301,0.00005746404,0.0002782307,0.001062629,0.00002662491,0.001612301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07510698,"threshold_uncertainty_score":0.1493396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04524152519492537,"score_gpt":0.3817267977050607,"score_spread":0.3364852725101354,"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."}}