{"id":"W652762210","doi":"10.1007/978-3-642-21535-3","title":"Toward useful services for elderly and people with disabilities : 9th International Conference on Smart Homes and Health Telematics, ICOST 2011, Montreal, Canada, June 20-22, 2011: proceedings","year":2011,"lang":"en","type":"book","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Telematics; Health care; Gerontology; Library science; Telecommunications; Engineering; Medicine; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003729925,0.0005382802,0.0008796856,0.0002003401,0.000194935,0.0006090989,0.0007667125,0.0001695799,0.0002216647],"category_scores_gemma":[0.00001537401,0.0004365509,0.00005729273,0.0000418775,0.0001254115,0.0008715608,0.0002741126,0.0002531601,0.00001542448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003366934,"about_ca_system_score_gemma":0.00182736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3469224,"about_ca_topic_score_gemma":0.916541,"domain_scores_codex":[0.9973637,0.00002901231,0.0005730418,0.0009688541,0.0006272611,0.0004381419],"domain_scores_gemma":[0.9976673,0.0003376931,0.0006036711,0.0003633589,0.0007158302,0.0003122154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002011669,0.0003051884,0.01719342,0.007365273,0.0007039995,0.000006888246,0.01547662,4.247078e-7,0.000002282517,0.02869001,0.8773691,0.05268563],"study_design_scores_gemma":[0.01100942,0.008934386,0.04693883,0.01142375,0.0003945353,0.001036235,0.02598346,0.02069259,0.0001571059,0.05299009,0.8124856,0.007953943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03440262,0.004856072,0.07029838,0.1107953,0.01399567,0.02409821,0.006622476,0.002080101,0.7328512],"genre_scores_gemma":[0.124411,0.0006664254,0.004349981,0.001363312,0.0003775516,0.0005583158,0.0003122624,0.0001140766,0.867847],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5696186,"threshold_uncertainty_score":0.9998086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04785022847265109,"score_gpt":0.2483245848923299,"score_spread":0.2004743564196788,"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."}}