{"id":"W4224260518","doi":"10.3390/s22082829","title":"LIPSHOK: LIARA Portable Smart Home Kit","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Home automation; Variety (cybernetics); Modular design; Context (archaeology); Embedded system; Implementation; Computer science; Architecture; Cover (algebra); Systems engineering; Engineering; Software engineering; Telecommunications; Operating system; Artificial intelligence","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":[0.0004644548,0.000140346,0.0002150359,0.0001675076,0.0003339816,0.0001451085,0.0006788957,0.00003500231,0.0004608196],"category_scores_gemma":[0.00003464824,0.0001574423,0.0001074666,0.0006143606,0.00002435008,0.0003239253,0.000497864,0.0002583168,0.0006831494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062687,"about_ca_system_score_gemma":0.00009328862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002296389,"about_ca_topic_score_gemma":0.00003389681,"domain_scores_codex":[0.9982151,0.0002171269,0.0002476426,0.0004619112,0.0005059806,0.0003522442],"domain_scores_gemma":[0.9988682,0.0001419129,0.0001235361,0.0006766949,0.0000719575,0.0001177053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001675661,0.002084362,0.06258401,0.0002294055,0.0006894635,0.00301281,0.02112664,0.006725765,0.01216135,0.04484075,0.2541333,0.5922446],"study_design_scores_gemma":[0.000922169,0.0002605394,0.008296454,0.00002296193,0.00001592801,0.0007443837,0.0008981996,0.03265338,0.001888165,0.002087687,0.9513453,0.0008648188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604966,0.0001700507,0.007859178,0.00296645,0.003320485,0.0004361955,0.00003966076,0.0007963284,0.02391505],"genre_scores_gemma":[0.987425,0.000003291586,0.0006856373,0.0005337563,0.000101965,0.0000520261,0.000006986741,0.00001672821,0.01117463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.697212,"threshold_uncertainty_score":0.8780731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962379691736156,"score_gpt":0.2225571053647789,"score_spread":0.2029333084474174,"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."}}