{"id":"W4243827353","doi":"10.1145/1218063.1217969","title":"URICA","year":2006,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Adaptation (eye); Content adaptation; Mobile device; Multimedia; Human–computer interaction; Fidelity; Bandwidth (computing); World Wide Web; Ubiquitous computing; Computer network; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001344944,0.0000935803,0.0002821369,0.00003603651,0.0005104463,0.00008347043,0.0008894503,0.0000930923,0.0002290755],"category_scores_gemma":[0.00215702,0.0000806606,0.00005593059,0.0003584383,0.0001169549,0.0000971672,0.0001190616,0.0001465406,0.0004180394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006126596,"about_ca_system_score_gemma":0.0000996999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006733167,"about_ca_topic_score_gemma":0.0005019348,"domain_scores_codex":[0.9983467,0.0005972399,0.0004208504,0.0001712807,0.0002336468,0.0002302387],"domain_scores_gemma":[0.9985493,0.0002880031,0.0001404066,0.0008353265,0.0001366192,0.00005031947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.985437e-7,0.0001600843,0.00825375,0.001985094,0.00003826094,0.0000118404,0.001520996,0.00001856988,0.0006693247,0.6838547,0.222147,0.08133972],"study_design_scores_gemma":[0.00006746619,0.000006642214,0.0001079852,0.001136818,0.00001178366,0.000003882635,0.0002327475,0.00005611444,0.000009063055,0.0001195525,0.9981309,0.0001170338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003252374,0.5714324,0.0002195415,0.032244,0.000815765,0.002242203,0.000004986565,0.0009055925,0.3888831],"genre_scores_gemma":[0.9201199,0.0623157,0.004860889,0.001490106,0.0005329786,0.0003817753,0.00002586768,0.00002582797,0.01024688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9168676,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060085066111734,"score_gpt":0.3605419894159165,"score_spread":0.3199411387547992,"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."}}