{"id":"W2531582813","doi":"10.3390/computers5040022","title":"Ambient Technology to Assist Elderly People in Indoor Risks","year":2016,"lang":"en","type":"article","venue":"Computers","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Elderly people; Psychological intervention; Assistive technology; Independent living; Risk analysis (engineering); Computer science; Medicine; Gerontology; Human–computer interaction; Nursing","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":[0.0002684771,0.0001653246,0.0002808768,0.000652994,0.00006176322,0.0001155342,0.001092063,0.0001048297,0.00001123707],"category_scores_gemma":[0.00007472587,0.0001346601,0.00006227768,0.001129045,0.00003764596,0.0003782046,0.0005892889,0.0001226516,0.0006222968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877607,"about_ca_system_score_gemma":0.00006908271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001455938,"about_ca_topic_score_gemma":0.0004986405,"domain_scores_codex":[0.9983826,0.00009760949,0.0003051947,0.0005883295,0.000231147,0.0003951791],"domain_scores_gemma":[0.9987159,0.0002445492,0.00009708856,0.0007089496,0.00009462651,0.0001389128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005787944,0.00008449468,0.03689674,0.000006196274,0.00001219557,0.00002867496,0.0004054074,0.000006549801,0.001938799,0.001577557,0.001929516,0.9571081],"study_design_scores_gemma":[0.006952956,0.001967122,0.821502,0.001460691,0.00001525626,0.000430058,0.000300029,0.01125725,0.02397976,0.00806707,0.1216561,0.002411756],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3633902,0.0000206741,0.626833,0.008211141,0.0008508982,0.0002436586,0.000002612404,0.0002658817,0.000181949],"genre_scores_gemma":[0.990934,0.000002281133,0.008399837,0.0004353735,0.0000545342,0.00007256767,4.769742e-7,0.00001086073,0.00009007791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9546963,"threshold_uncertainty_score":0.7998573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096403546703172,"score_gpt":0.2902507521019808,"score_spread":0.2592867166349491,"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."}}