{"id":"W1972625929","doi":"10.1093/comjnl/bxv003","title":"Ambient and Context-Aware Services for the Future Web","year":2015,"lang":"en","type":"article","venue":"The Computer Journal","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; World Wide Web; Mobile Web; Mobile device; Context (archaeology); Mobile technology; Mobile computing; Multimedia; Context awareness; Web service; Upload; Internet privacy; Phone; Telecommunications","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":[0.0007955414,0.0004193442,0.000363011,0.000749238,0.0008682134,0.003796455,0.000832582,0.001798593,0.00947255],"category_scores_gemma":[0.001958922,0.0002756092,0.0003881298,0.001108979,0.0006082162,0.007014847,0.002772966,0.002016678,0.004790233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005490675,"about_ca_system_score_gemma":0.0008732657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002320874,"about_ca_topic_score_gemma":0.003260248,"domain_scores_codex":[0.9993615,0.0001385529,0.00005412095,0.00006353805,0.0003023196,0.00008002105],"domain_scores_gemma":[0.9994102,0.0001019509,0.00003546936,0.0001433745,0.00014655,0.0001624579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001302366,0.0001278301,0.0009049683,0.0005941885,0.00004378238,0.0009636701,0.0009994843,0.002060497,0.01444337,0.301645,0.1956302,0.4824568],"study_design_scores_gemma":[0.000011699,0.0000270316,0.000753746,0.0002068558,0.00002266248,0.0006329744,0.0003267453,0.009708533,0.001936052,0.09057417,0.8957664,0.00003313416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02114511,0.04940771,0.5060796,0.03142079,0.00586209,0.0003657529,0.001592809,0.02579258,0.3583335],"genre_scores_gemma":[0.3821079,0.05911859,0.3167938,0.01343893,0.006307273,0.000463012,0.005155078,0.003132557,0.2134828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00947255,"threshold_uncertainty_score":0.03168881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363289118858721,"score_gpt":0.2554537796233071,"score_spread":0.2218208884347199,"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."}}