{"id":"W2904813721","doi":"10.1145/3300150.3300166","title":"SIROCCO 2018 Review","year":2018,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Milestone; Focus (optics); Library science; Computer science; Telecommunications; History; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002484304,0.000142471,0.0002430286,0.00002779905,0.0001135635,0.0001095662,0.001814563,0.00005212509,0.00010855],"category_scores_gemma":[0.0002157854,0.000115533,0.00008419446,0.0004194684,0.00005135605,0.0004354299,0.0003399799,0.00009128285,0.002424948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002594039,"about_ca_system_score_gemma":0.00005402728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008276314,"about_ca_topic_score_gemma":0.00002416072,"domain_scores_codex":[0.9987315,0.00005500937,0.0002887481,0.0003738163,0.0002451407,0.0003058211],"domain_scores_gemma":[0.9978651,0.00005785829,0.0001187677,0.001727402,0.0001074525,0.0001234285],"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":[0.00000201421,0.00003955219,0.0003107935,0.0001308343,0.0000147473,0.00001464787,0.0001277314,2.710396e-7,0.0007687555,0.005984868,0.8550878,0.137518],"study_design_scores_gemma":[0.0001464451,0.00008403251,0.0006557321,0.000468605,0.000005547628,0.00002267848,0.000004824821,0.0002684587,0.0005819364,0.0009074339,0.9966661,0.0001881979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01064815,0.06074658,0.6616669,0.05317003,0.009135554,0.002078849,0.00006255408,0.001840659,0.2006508],"genre_scores_gemma":[0.8843875,0.006790813,0.04419627,0.05061491,0.003007049,0.0001184126,0.00003304605,0.0000603312,0.01079165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8737394,"threshold_uncertainty_score":0.9983518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02836137454252424,"score_gpt":0.2893704127327221,"score_spread":0.2610090381901979,"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."}}