{"id":"W3157108560","doi":"10.1145/3447786.3456256","title":"M3","year":2021,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; VMware","keywords":"Computer science; Software; Data center; Operating system; Distributed computing; Computer architecture; Embedded system","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":[0.00005703895,0.00002895185,0.00003288615,0.00001349715,0.00004150793,0.00007421034,0.0002458235,0.000008358754,0.00004084181],"category_scores_gemma":[0.000008062335,0.00002341306,0.00002466525,0.0001714338,0.000004174819,0.000005517501,0.0003669793,0.00002607714,0.0001619643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000541099,"about_ca_system_score_gemma":0.00001184258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003692392,"about_ca_topic_score_gemma":0.000001367257,"domain_scores_codex":[0.9996211,0.00001429361,0.00004678247,0.0001419379,0.00008650627,0.00008938905],"domain_scores_gemma":[0.999626,0.00001581147,0.000007567776,0.0003019831,0.00002228102,0.00002635159],"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":[1.657423e-7,0.00005466316,0.000264763,0.000005473394,0.00001332566,0.0001457275,0.0002187207,0.00148437,0.0002145004,0.7138532,0.02281357,0.2609315],"study_design_scores_gemma":[0.000247046,0.00002158614,0.003684529,0.00001115066,0.000002713973,0.00005363557,0.00008388299,0.4225058,0.006480808,0.009345413,0.5573531,0.0002102609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03545886,0.00009052273,0.6165856,0.005744569,0.0002830162,0.00001606325,2.163887e-8,0.0002865172,0.3415349],"genre_scores_gemma":[0.8762621,0.000001259232,0.07266012,0.002314878,0.000071306,9.547455e-7,1.705899e-7,0.00000240007,0.04868683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8408032,"threshold_uncertainty_score":0.2081777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132610383123175,"score_gpt":0.2166887051721818,"score_spread":0.20536260134095,"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."}}