{"id":"W4234852123","doi":"10.1007/978-0-387-39940-9_2783","title":"Human Centered 38 H Human-Computer Interaction Computing","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Human–computer interaction","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":[0.0009243413,0.0009068161,0.001544909,0.000858077,0.0003216773,0.0003504873,0.001865576,0.0004534413,0.0001208289],"category_scores_gemma":[0.00002735129,0.0009751,0.0004638536,0.0001596064,0.00009767076,0.00142339,0.0009397401,0.0009525402,0.0004152452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035834,"about_ca_system_score_gemma":0.000144961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004063039,"about_ca_topic_score_gemma":0.0000863649,"domain_scores_codex":[0.9943531,0.0002785934,0.002106636,0.001528311,0.001141871,0.0005915554],"domain_scores_gemma":[0.9942281,0.000270701,0.002328885,0.002390167,0.0004988553,0.0002832942],"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":[0.00006307397,0.001258726,0.000357038,0.005245041,0.002011015,0.001292932,0.004562378,0.0002875841,0.003360458,0.3102737,0.2281064,0.4431816],"study_design_scores_gemma":[0.001764277,0.0006205681,0.0002380397,0.009453559,0.000150937,0.0005240495,0.0001022413,0.006568226,0.000129807,0.0007201576,0.9773593,0.002368856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007297079,0.0008366914,0.1652674,0.00007907422,0.008548496,0.002044122,0.0006323883,0.0008252378,0.8210369],"genre_scores_gemma":[0.4567633,0.0003632368,0.008978298,0.0003129671,0.013338,0.00009391036,0.004194912,0.0005016236,0.5154538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7492529,"threshold_uncertainty_score":0.99927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211490184657262,"score_gpt":0.2880959816586905,"score_spread":0.2459810798121179,"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."}}