{"id":"W2051500356","doi":"10.1007/s11042-011-0940-9","title":"Survey on context-awareness in ubiquitous media","year":2011,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":69,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Context (archaeology); Context awareness; Ubiquitous computing; Task (project management); Human–computer interaction; Key (lock); Data science; World Wide Web; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001030295,0.0008084479,0.001676693,0.003090894,0.000457127,0.002513684,0.001363629,0.0009850219,0.003689321],"category_scores_gemma":[0.003438093,0.0005136602,0.0006052745,0.006770832,0.000452875,0.00405214,0.001138528,0.000889451,0.001139244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005735617,"about_ca_system_score_gemma":0.001157307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088753,"about_ca_topic_score_gemma":0.002116655,"domain_scores_codex":[0.9991106,0.0001633315,0.0001199949,0.0002221031,0.0003031401,0.00008090935],"domain_scores_gemma":[0.997299,0.001893218,0.0001144183,0.0001584556,0.0004442505,0.00009072277],"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":[0.00008064496,0.0001121892,0.001549503,0.005618804,0.00008144134,0.0001013325,0.0002050198,0.002358552,0.002209737,0.01485738,0.008865869,0.9639595],"study_design_scores_gemma":[0.00003039338,0.0004028536,0.006616611,0.005507337,0.0005839019,0.002023541,0.001037375,0.0238257,0.009274188,0.03674833,0.9138242,0.0001256563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008763163,0.8662008,0.1014374,0.001240118,0.0007600017,0.0001085828,0.0003260389,0.0004146248,0.02074917],"genre_scores_gemma":[0.06300182,0.8836293,0.04500458,0.000783178,0.001504378,0.0001253588,0.000814513,0.00007005705,0.005066828],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003689321,"threshold_uncertainty_score":0.01234198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1349357414694613,"score_gpt":0.2909158222357411,"score_spread":0.1559800807662798,"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."}}