{"id":"W2294851609","doi":"10.1109/tpds.2012.172","title":"Speculative Authorization","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Parallel and Distributed Systems","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Latency (audio); Authorization; Span (engineering); Overhead (engineering); Life span; Distributed computing; Computer network; Operating system; 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":[0.002023364,0.0009174148,0.0007796312,0.000814707,0.001369697,0.001876611,0.002527182,0.000912605,0.005515856],"category_scores_gemma":[0.01284598,0.0004552291,0.0005308904,0.001022349,0.001099088,0.004899746,0.0019512,0.001780241,0.001682444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008682106,"about_ca_system_score_gemma":0.002805853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007149048,"about_ca_topic_score_gemma":0.009219901,"domain_scores_codex":[0.9975395,0.0004975468,0.000156207,0.000464266,0.0009996998,0.0003427359],"domain_scores_gemma":[0.9861581,0.004756149,0.001054242,0.005718971,0.001716584,0.0005958833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001581239,0.0008264444,0.03671295,0.0004779211,0.0001976695,0.0007801602,0.001183024,0.194397,0.04217525,0.06727907,0.04363152,0.6107577],"study_design_scores_gemma":[0.00006832137,0.0003032767,0.002310838,0.00003288073,0.00005366463,0.0004583445,0.0001975039,0.9311426,0.0170037,0.02697942,0.02137697,0.00007247375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1039065,0.001131858,0.863336,0.001263573,0.000331606,0.0004517042,0.0008629275,0.01495945,0.01375635],"genre_scores_gemma":[0.8592309,0.0003213341,0.1343627,0.0002294934,0.000154171,0.0001043685,0.0009359487,0.0002571018,0.004403927],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007149048,"threshold_uncertainty_score":0.01845235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0279808215667185,"score_gpt":0.2568906326169296,"score_spread":0.2289098110502111,"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."}}