{"id":"W4226021167","doi":"","title":"Human Fall Detection Using Passive Infrared Sensors with Low Resolution: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Medicine; Artificial intelligence; Digital library; Machine learning; Information retrieval; Data science; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003693783,0.001067345,0.006518338,0.00206859,0.0009777206,0.003153687,0.007506054,0.0002908425,0.001521354],"category_scores_gemma":[0.00077952,0.0008784198,0.001123199,0.004521558,0.0001259587,0.004734025,0.002883306,0.001457009,0.00004016804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278044,"about_ca_system_score_gemma":0.0009072337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006057476,"about_ca_topic_score_gemma":0.000098684,"domain_scores_codex":[0.9876779,0.00479673,0.00341465,0.001362887,0.002095911,0.0006519457],"domain_scores_gemma":[0.9870952,0.001129487,0.008418147,0.002202116,0.0007734561,0.0003815923],"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":[0.00001496901,0.0002513698,0.00005176705,0.804029,0.001616085,0.0003666771,0.0001488505,0.00003385395,0.00004808908,0.00002526417,0.002566955,0.1908471],"study_design_scores_gemma":[0.0003669887,0.00004201134,0.00006076104,0.8391438,0.002725362,0.001794762,0.00004166429,0.0003443728,0.00002632978,0.0001808255,0.1537254,0.001547767],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009051834,0.9838061,0.008189399,0.00001704148,0.0008560836,0.006039297,0.00006539025,0.0001636074,0.000772526],"genre_scores_gemma":[0.0005439418,0.9972188,0.0002333936,0.0001576195,0.0001893328,0.00113741,0.00002679712,0.0001362552,0.0003564313],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1892993,"threshold_uncertainty_score":0.9993914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3620684438359302,"score_gpt":0.5407743718181601,"score_spread":0.1787059279822299,"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."}}