{"id":"W3159345041","doi":"10.1145/3447786.3456230","title":"DZiG","year":2021,"lang":"en","type":"article","venue":"","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computation; Graph; Theoretical computer science; Graph algorithms; Stream processing; Parallel computing; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00003056497,0.00001976499,0.00002524493,0.000008594301,0.00002369832,0.00006286001,0.0001428859,0.000007663822,0.00005390521],"category_scores_gemma":[0.000008913899,0.0000170805,0.00002242987,0.00007880404,0.000002516234,0.00008942464,0.00009135139,0.00002442649,0.0001793993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003583663,"about_ca_system_score_gemma":0.00002150373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001176588,"about_ca_topic_score_gemma":0.000005836853,"domain_scores_codex":[0.9997507,0.00001007496,0.00003114675,0.00009501214,0.00005673507,0.0000563725],"domain_scores_gemma":[0.999731,0.00001318536,0.000004077268,0.000204899,0.00002589737,0.00002094018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.731115e-7,0.00004168398,0.0007124795,0.000002632371,0.000009574837,0.0001327696,0.0001080497,0.00001766486,0.01990951,0.8103667,0.02146755,0.1472308],"study_design_scores_gemma":[0.001605383,0.000126657,0.02297977,0.00007565501,0.00001265673,0.0005791489,0.0003477076,0.4568028,0.1398445,0.05253233,0.3238578,0.001235576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0339299,0.0002764024,0.7839427,0.003510201,0.0004172281,0.00001042197,1.253588e-7,0.0002246063,0.1776884],"genre_scores_gemma":[0.973987,0.000008194824,0.006339381,0.001756763,0.00002379668,5.835543e-7,2.93848e-7,9.302347e-7,0.01788306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9400571,"threshold_uncertainty_score":0.2305875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199411453174563,"score_gpt":0.197355972579757,"score_spread":0.1853618580480114,"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."}}