{"id":"W4311681012","doi":"10.22215/etd/2022-15324","title":"The Supportive Smart Home System: Implications and Solutions for Service Providers","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Health Canada","keywords":"Packet loss; Computer network; Computer science; Network traffic control; Jitter; Cloud computing; Network packet; Robustness (evolution); Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001035129,0.0002730211,0.0001793357,0.0003304541,0.0007211647,0.002392426,0.0006352418,0.001363357,0.01072998],"category_scores_gemma":[0.002469774,0.000118938,0.0002709362,0.0005169419,0.0003867462,0.003007179,0.001153088,0.0009966523,0.002194497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006179152,"about_ca_system_score_gemma":0.002061354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074206,"about_ca_topic_score_gemma":0.005308798,"domain_scores_codex":[0.9997078,0.00009818835,0.00001678581,0.0000315726,0.00008318028,0.00006251656],"domain_scores_gemma":[0.9992566,0.0001831487,0.0000355503,0.00003861252,0.0002796818,0.000206535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002042518,0.0003706043,0.005797238,0.0007093502,0.00002298863,0.0003400532,0.002303536,0.001352556,0.005498664,0.04498367,0.2110009,0.7274162],"study_design_scores_gemma":[0.0001736603,0.0007507057,0.01147351,0.001920116,0.0001105383,0.001192143,0.01578825,0.01286067,0.009000138,0.07300577,0.8735981,0.0001262501],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1711435,0.07296769,0.1627044,0.3041342,0.006162268,0.00111918,0.003711325,0.004695852,0.2733615],"genre_scores_gemma":[0.6718084,0.06654528,0.1485844,0.01644349,0.001647252,0.0008620489,0.002491408,0.0003874028,0.09123041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01072998,"threshold_uncertainty_score":0.03589541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476749408330306,"score_gpt":0.2837831090250507,"score_spread":0.2490156149417476,"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."}}