{"id":"W1607904620","doi":"10.1109/pacrim.2003.1235933","title":"Context awareness in ad-hoc communication","year":2004,"lang":"en","type":"article","venue":"","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Context (archaeology); Context awareness; Context management; World Wide Web; Mobile computing; Human–computer interaction; Ubiquitous computing; Context model; Knowledge management; Artificial intelligence; Computer network","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":[0.001635493,0.0008431564,0.0008804086,0.001393655,0.001453822,0.004000016,0.001163102,0.00204753,0.001908288],"category_scores_gemma":[0.004416755,0.0006646889,0.0003879807,0.002110944,0.002846427,0.006155089,0.002272543,0.001961866,0.0006094772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038153,"about_ca_system_score_gemma":0.0006619876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001640153,"about_ca_topic_score_gemma":0.001164315,"domain_scores_codex":[0.9980692,0.0009170364,0.0001146002,0.0002494336,0.0005218791,0.0001278576],"domain_scores_gemma":[0.9976502,0.001716569,0.0001414125,0.0001849044,0.0001920957,0.00011482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006106437,0.00004323435,0.0006044485,0.0006037226,0.00006922324,0.001003843,0.001402744,0.03764608,0.001717728,0.8475444,0.006979263,0.1023241],"study_design_scores_gemma":[0.00003990903,0.0000854976,0.0003790929,0.0002911603,0.0000898492,0.00113715,0.0008046177,0.1092478,0.001595155,0.7747577,0.1115072,0.00006487643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01059217,0.03932005,0.8969706,0.003051538,0.001356342,0.0001581886,0.00006240937,0.0003692056,0.04811947],"genre_scores_gemma":[0.6880116,0.04860467,0.2381959,0.001074424,0.003278176,0.0006773832,0.0002084277,0.0001179093,0.01983144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004000016,"threshold_uncertainty_score":0.008649409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03976991847049385,"score_gpt":0.2818356803042842,"score_spread":0.2420657618337903,"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."}}