{"id":"W2125422609","doi":"10.1109/iembs.2009.5334690","title":"Preliminary results on the effect of sensor position on unobtrusive rollover detection for sleep monitoring in smart homes","year":2009,"lang":"en","type":"article","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Rollover (web design); Sleep (system call); Physical medicine and rehabilitation; Center of gravity; Computer science; Audiology; Psychology; Real-time computing; Artificial intelligence; Simulation; Computer vision; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006453969,0.0001437311,0.0001994214,0.0001938499,0.00008405656,0.00005744479,0.000216694,0.00007639312,0.00000130294],"category_scores_gemma":[0.0002394995,0.00009943183,0.0001017161,0.0002940418,0.00001210795,0.0002986222,0.00002897775,0.0001253522,0.00001926293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123543,"about_ca_system_score_gemma":0.000009677357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005198885,"about_ca_topic_score_gemma":0.00001304445,"domain_scores_codex":[0.9986922,0.0002715345,0.0002705987,0.0003320239,0.0002563075,0.0001773949],"domain_scores_gemma":[0.9974292,0.001940803,0.0001531871,0.0003707986,0.00007570728,0.00003028528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008527738,0.0003150425,0.001492782,0.00006764956,0.00006666566,0.00001867477,0.00155262,0.001374685,0.06991372,0.0006336705,0.0002718616,0.9157649],"study_design_scores_gemma":[0.002064823,0.01044619,0.06320158,0.0002601178,0.00001079429,0.00001522194,0.00007026891,0.02129376,0.9021354,0.0002509427,0.00006901952,0.0001819083],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644525,0.00001215879,0.03071785,0.001233619,0.000532256,0.001137439,0.000007233362,0.00009522191,0.001811708],"genre_scores_gemma":[0.9994142,0.000001434661,0.000214394,0.00008963428,0.00009456747,0.00006413581,0.000001708293,0.000006223584,0.0001137217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.915583,"threshold_uncertainty_score":0.4054712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595201168416238,"score_gpt":0.2575523333177489,"score_spread":0.2416003216335865,"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."}}