{"id":"W4205631737","doi":"10.2147/cia.s329668","title":"Human Fall Detection Using Passive Infrared Sensors with Low Resolution: A Systematic Review","year":2022,"lang":"en","type":"article","venue":"Clinical Interventions in Aging","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pixel; Sensitivity (control systems); Image resolution; Resolution (logic); Infrared; Metrology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007041836,0.001676771,0.006164588,0.01006547,0.0006157925,0.002490357,0.002054999,0.002098973,0.003869825],"category_scores_gemma":[0.04315864,0.001069311,0.005664408,0.008415691,0.000865064,0.002695865,0.001287556,0.0009252668,0.0004966195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387287,"about_ca_system_score_gemma":0.008959968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00727186,"about_ca_topic_score_gemma":0.01836494,"domain_scores_codex":[0.9934344,0.001582809,0.002778597,0.0005735115,0.001481761,0.000148861],"domain_scores_gemma":[0.9567971,0.03442755,0.004513653,0.0005558818,0.003479293,0.0002266615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001396421,0.00001769094,0.0006981437,0.9367248,0.003502582,0.00006692312,0.0001354857,0.0000761867,0.0001444641,0.0001694555,0.001420429,0.05690428],"study_design_scores_gemma":[0.0001049105,0.0002597926,0.003956407,0.9333121,0.03674185,0.0005468938,0.0002791531,0.0001109588,0.000328166,0.0003129161,0.02400148,0.00004540364],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005774185,0.9985132,0.0001907791,0.0001486234,0.00007282537,0.0001157648,0.0001973238,0.000007340275,0.0001766799],"genre_scores_gemma":[0.007970942,0.9904439,0.0006455361,0.0003407738,0.00006844513,0.000265175,0.0001759221,0.000005885769,0.00008345082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01006547,"threshold_uncertainty_score":0.03724128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310970817985151,"score_gpt":0.4054174872882483,"score_spread":0.2743204054897331,"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."}}