{"id":"W2914927203","doi":"","title":"Proceedings of the 12th ACM international conference on Ubiquitous computing","year":2010,"lang":"en","type":"article","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ubiquitous computing; Computer science; Variety (cybernetics); Context (archaeology); World Wide Web; Field (mathematics); Middleware (distributed applications); Data science; Human–computer interaction; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002660412,0.001505635,0.001772117,0.001190692,0.0009405781,0.005886192,0.002009496,0.001980638,0.08467662],"category_scores_gemma":[0.005401984,0.0004926564,0.0008158276,0.001062563,0.0009941965,0.005046518,0.00320028,0.00354109,0.05673249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006548102,"about_ca_system_score_gemma":0.001723908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002503242,"about_ca_topic_score_gemma":0.003290464,"domain_scores_codex":[0.9970393,0.0008300142,0.0002652141,0.0004353953,0.001113794,0.0003163191],"domain_scores_gemma":[0.9972647,0.0005764046,0.00008722344,0.0004590537,0.001040134,0.0005723912],"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":[0.0002157137,0.0001597222,0.0007593757,0.0004906657,0.00008762293,0.0002943167,0.0002848206,0.0002839761,0.003406309,0.00554097,0.6710844,0.3173922],"study_design_scores_gemma":[0.00001511729,0.00007166973,0.0008507243,0.000224478,0.00003291246,0.0002464163,0.0002147542,0.001292445,0.000711142,0.002738895,0.9935775,0.00002382935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01914207,0.133399,0.21998,0.02651635,0.1204012,0.00212233,0.006523294,0.01370108,0.4582148],"genre_scores_gemma":[0.07355089,0.07434864,0.08328879,0.009619518,0.01398449,0.001274731,0.02051253,0.00189686,0.7215235],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9153234,"threshold_uncertainty_score":0.2832716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02757550698910836,"score_gpt":0.2684671448446426,"score_spread":0.2408916378555342,"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."}}