{"id":"W4308112113","doi":"10.4017/gt.2022.21.s.515.2.sp3","title":"Science of falling and injury in older adults – Do all falls lead to death?: Literature Review","year":2022,"lang":"en","type":"article","venue":"Gerontechnology","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chinese University of Hong Kong; Canadian Institutes of Health Research; AGE-WELL","keywords":"Falling (accident); Fear of falling; Physical medicine and rehabilitation; Falls in older adults; Lead (geology); Medicine; Gerontology; Psychology; Forensic engineering; Injury prevention; Poison control; Medical emergency; Engineering; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00112163,0.000119764,0.0003382316,0.0004965151,0.0002601236,0.000004276621,0.0003991442,0.0001722259,0.00002291934],"category_scores_gemma":[0.0001764043,0.0001149003,0.00003251821,0.001096815,0.0001148517,0.0001037367,0.0005871076,0.000881253,0.00001586686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280372,"about_ca_system_score_gemma":0.0001310194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005338561,"about_ca_topic_score_gemma":0.00008647666,"domain_scores_codex":[0.9982767,0.00018417,0.0004691689,0.0004171344,0.000196476,0.0004563115],"domain_scores_gemma":[0.9992294,0.00004769003,0.0001817293,0.0003835165,0.0001033607,0.00005429226],"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":[0.0007993786,0.002370475,0.09965444,0.01836517,0.00008053016,0.0001471185,0.03575578,0.000002729329,0.284511,0.07983354,0.02198044,0.4564994],"study_design_scores_gemma":[0.01169447,0.00473412,0.6275516,0.1013938,0.0001768681,0.000208977,0.02477334,0.0003351929,0.00105328,0.01509917,0.2104672,0.002511943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605591,0.03484047,0.00005747585,0.002372472,0.0003069269,0.001163863,0.00003359963,0.00007990147,0.0005861718],"genre_scores_gemma":[0.985288,0.01121891,0.0007394687,0.002061737,0.00002148524,0.0003018943,0.00001244913,0.00001225481,0.0003438495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5278972,"threshold_uncertainty_score":0.4685498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020505335480383,"score_gpt":0.3621514565809246,"score_spread":0.3416461211005416,"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."}}