{"id":"W2009777616","doi":"10.1145/1131322.1131333","title":"K42","year":2006,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scalability; Implementation; Modular design; Flexibility (engineering); Distributed computing; Resource (disambiguation); Computer architecture; Rapid prototyping; Embedded system; Operating system; Software engineering; Computer network; Engineering","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":[0.0008726695,0.0001793361,0.0003767608,0.00005202672,0.0002116401,0.0003490209,0.001432761,0.00005283287,0.000007725125],"category_scores_gemma":[0.0003136987,0.0001479862,0.00008051792,0.0004692143,0.00001606124,0.0003041013,0.0003259701,0.0001189334,0.0001216515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003739499,"about_ca_system_score_gemma":0.00005473385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929714,"about_ca_topic_score_gemma":0.000001504648,"domain_scores_codex":[0.9982252,0.0002568669,0.0006041502,0.0003923256,0.0002645975,0.0002568677],"domain_scores_gemma":[0.9982587,0.0001214694,0.0001883859,0.001201397,0.000178542,0.00005152515],"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":[7.123015e-7,0.0002226077,0.001693132,0.006733667,0.00005320884,0.0001013553,0.0001499717,0.02813052,0.0006652857,0.3385107,0.5644183,0.05932058],"study_design_scores_gemma":[0.0005896508,0.0002483304,0.0003164409,0.02427008,0.000052617,0.0004370108,0.0000120986,0.4297677,0.0008853121,0.002010133,0.5395395,0.001871129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001362564,0.1491398,0.8297876,0.001601423,0.0004305747,0.0007301687,0.000001223069,0.001295588,0.01687739],"genre_scores_gemma":[0.2670432,0.01276693,0.7093975,0.003494263,0.0007685603,0.0003545077,0.00003475323,0.00006262786,0.006077679],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4016372,"threshold_uncertainty_score":0.60347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022846015978077,"score_gpt":0.2788179462156452,"score_spread":0.2585894860558645,"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."}}