{"id":"W4407948239","doi":"10.1007/978-3-031-83117-1_9","title":"A Do-It-Yourself Approach to Ambient Assisted Living","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Assisted living; Computer science; Gerontology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001059137,0.0006684606,0.001192495,0.000589483,0.0001753836,0.0009827655,0.0008690647,0.0008913879,0.00001001954],"category_scores_gemma":[0.0001511326,0.0006162091,0.0002049022,0.000374419,0.00004777247,0.0001786972,0.000609196,0.0009591225,0.00001597451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529295,"about_ca_system_score_gemma":0.0001302082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002014716,"about_ca_topic_score_gemma":0.0002284408,"domain_scores_codex":[0.9963695,0.0002550709,0.0008658422,0.001388023,0.0005422441,0.0005792804],"domain_scores_gemma":[0.9966701,0.001396292,0.0003934113,0.00110381,0.0002067625,0.0002296438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005197217,0.0002912489,0.0008018735,0.00174861,0.0007481684,0.0001831805,0.004862182,0.06793664,0.00002636958,0.05643936,0.01661009,0.8503003],"study_design_scores_gemma":[0.0008246106,0.0002718662,0.0005819885,0.01977338,0.0001367685,0.000630117,0.00006643422,0.7902154,0.000003594469,0.001499148,0.18322,0.002776667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00001780615,0.006233533,0.8627914,0.0002717642,0.002502738,0.001329581,0.00001339843,0.0001823927,0.1266574],"genre_scores_gemma":[0.97316,0.000157843,0.001634245,0.0009280258,0.001099662,0.000234559,0.00002296884,0.00007129778,0.02269135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9731423,"threshold_uncertainty_score":0.9996289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220461151841259,"score_gpt":0.2498510641120863,"score_spread":0.2176464525936737,"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."}}