{"id":"W1592318583","doi":"10.1007/978-3-540-79576-6_11","title":"Evaluation and Analysis of a Common Model for Ubiquitous Systems Interoperability","year":2008,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interoperability; Computer science; World Wide Web","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":[0.003182981,0.0003902717,0.001084754,0.001490375,0.000172312,0.0002785547,0.001451771,0.000267325,0.000002695605],"category_scores_gemma":[0.0002011724,0.0003624222,0.0002384435,0.0008632891,0.0005215761,0.0005874853,0.0006692012,0.0003155328,0.000001529998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004478851,"about_ca_system_score_gemma":0.0006054431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001103703,"about_ca_topic_score_gemma":0.0004517135,"domain_scores_codex":[0.9959359,0.0001433286,0.0008253007,0.00138184,0.001363521,0.0003500981],"domain_scores_gemma":[0.9956642,0.0009447844,0.0005694396,0.001288937,0.001414981,0.0001176713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001250389,0.00006277074,0.0002189233,0.0001177961,0.0002360363,0.000003838287,0.003034458,0.2612989,0.000111911,0.0006826388,0.00001184752,0.7342084],"study_design_scores_gemma":[0.0002818077,0.000131099,0.0002164329,0.000220563,0.0002044104,0.0000289118,4.249769e-7,0.9928144,0.0001335117,0.005585239,0.00004553203,0.0003376922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004154836,0.0008191441,0.9925325,0.00009436483,0.0007058627,0.00128842,0.00004795446,0.00006851882,0.0002884149],"genre_scores_gemma":[0.9681338,0.00003230949,0.03148774,0.000120638,0.00007751844,0.00006488677,0.0000140687,0.00001746785,0.0000515616],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9639789,"threshold_uncertainty_score":0.9998828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06617068599187466,"score_gpt":0.3055407875251313,"score_spread":0.2393701015332566,"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."}}