{"id":"W2419341522","doi":"10.21307/ijssis-2017-588","title":"Fall Detection and Prevention for the Elderly: A Review of Trends and Challenges","year":2013,"lang":"en","type":"review","venue":"International Journal on Smart Sensing and Intelligent Systems","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health; Athabasca University","funders":"Mitacs","keywords":"Fall prevention; Falling (accident); Surprise; Fall of man; Elderly people; Gerontology; Order (exchange); Healthy aging; Medicine; Psychology; Medical emergency; Suicide prevention; Poison control; Environmental health; Political science; Business; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014305,0.0002916087,0.0009071169,0.0004284944,0.0001456593,0.0004605057,0.0003095411,0.0001404531,0.000002304394],"category_scores_gemma":[0.000139259,0.000188636,0.0002827644,0.0001114918,0.00005122594,0.0002863449,0.0001126476,0.0003025011,0.000004717053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009427251,"about_ca_system_score_gemma":0.0000570158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008448366,"about_ca_topic_score_gemma":0.00002967922,"domain_scores_codex":[0.9975968,0.0004457867,0.0009761265,0.0003733506,0.0004559721,0.0001519712],"domain_scores_gemma":[0.9969877,0.0009120087,0.001206384,0.0002300174,0.0005685476,0.00009533884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004168827,0.00001440696,3.619114e-7,0.007219662,0.0003526889,0.000002881966,0.00008027875,2.973867e-7,9.336736e-7,0.0002530111,0.0001688265,0.9919025],"study_design_scores_gemma":[0.0001261448,0.0003248668,0.000003306465,0.08160545,0.0001774897,0.003487489,0.00005742994,0.00209917,0.000004110222,0.00009094689,0.911844,0.000179651],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008719824,0.9027434,0.09312539,0.0007433016,0.002582791,0.0006491506,0.000008846353,0.00002004703,0.0001183783],"genre_scores_gemma":[0.001150029,0.9978061,0.0001586659,0.00004300233,0.0004661757,0.00003482227,0.000005032766,0.00001972026,0.000316402],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9917228,"threshold_uncertainty_score":0.7692351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578123162661864,"score_gpt":0.3606772504110675,"score_spread":0.2028649341448811,"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."}}