{"id":"W2110320181","doi":"10.1186/1743-0003-10-91","title":"Review of fall risk assessment in geriatric populations using inertial sensors","year":2013,"lang":"en","type":"review","venue":"Journal of NeuroEngineering and Rehabilitation","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":379,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Risk assessment; Fall prevention; Population; Poison control; Medicine; Physical medicine and rehabilitation; Wearable computer; Falling (accident); Injury prevention; Physical therapy; Computer science; Emergency medicine; Environmental health; Computer security","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003763634,0.001458222,0.003162802,0.01198016,0.0004198628,0.001561518,0.001759482,0.001310243,0.002473606],"category_scores_gemma":[0.02002055,0.0006975975,0.003279498,0.0110089,0.0005521213,0.001522798,0.0009164582,0.0006801909,0.0005281241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249535,"about_ca_system_score_gemma":0.004485068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004876054,"about_ca_topic_score_gemma":0.006930898,"domain_scores_codex":[0.9966968,0.0007103691,0.001509536,0.0003085846,0.0007032008,0.00007154891],"domain_scores_gemma":[0.9831241,0.0116719,0.00242664,0.00025391,0.002379637,0.0001437684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000179684,0.00003937217,0.0029153,0.442662,0.001982443,0.0001889009,0.0003272774,0.0003186909,0.0002887084,0.0005047922,0.01279311,0.5377998],"study_design_scores_gemma":[0.0001112427,0.000476832,0.03105025,0.6670048,0.02004758,0.002798656,0.000839123,0.0004409676,0.0006870874,0.001671702,0.2747452,0.0001265779],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004786841,0.9983798,0.0002350816,0.0002404162,0.000183931,0.00003298643,0.0001621179,0.000009483271,0.0002774142],"genre_scores_gemma":[0.003785562,0.994913,0.0005604428,0.0002513305,0.0001569585,0.00005931521,0.0001762465,0.000003324165,0.0000938736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01198016,"threshold_uncertainty_score":0.0199042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05154289223390551,"score_gpt":0.4189340824567103,"score_spread":0.3673911902228048,"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."}}