{"id":"W1846963259","doi":"10.1007/978-3-642-23771-3_5","title":"Smart Homes or Smart Occupants? Supporting Aware Living in the Home","year":2011,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Western Economic Diversification Canada; Mitacs; BC Hydro","keywords":"Software deployment; Home automation; Computer science; Key (lock); Resource (disambiguation); The Internet; Ecological footprint; Sustainable living; Internet of Things; Architectural engineering; Sustainable development; Computer security; Telecommunications; Sustainability; World Wide Web; Engineering; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001913533,0.0004082165,0.000352526,0.0002033061,0.0002901831,0.0001566078,0.001679647,0.0002119906,0.004673125],"category_scores_gemma":[0.0002155367,0.0002782189,0.00009796368,0.0004124933,0.001491559,0.0003724313,0.0009282447,0.000743693,0.0001924005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007973508,"about_ca_system_score_gemma":0.0001754083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000443275,"about_ca_topic_score_gemma":0.001732397,"domain_scores_codex":[0.9967748,0.00008885549,0.0005297392,0.001090339,0.0007996232,0.000716628],"domain_scores_gemma":[0.998136,0.0005581969,0.0002321686,0.0009291205,0.00001266339,0.0001318524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002271286,0.000225751,0.5920892,0.0000741852,0.000006159754,0.0001337265,0.01669086,0.002455589,0.00002663286,0.0002177167,0.0001704212,0.387887],"study_design_scores_gemma":[0.0002618997,0.0002693988,0.9495328,0.0003611768,0.0000175365,0.0001205977,0.00009318416,0.00693523,0.000125253,0.03363789,0.007398343,0.001246684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4371507,0.00050509,0.4801933,0.005809008,0.004636888,0.004941257,0.00003039983,0.0003193135,0.06641404],"genre_scores_gemma":[0.9910206,0.00003410454,0.004406311,0.002729566,0.00009514399,0.00002208157,0.000004713744,0.00002787185,0.001659658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5538699,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181068706700609,"score_gpt":0.2590599368435434,"score_spread":0.2409530661734826,"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."}}