{"id":"W4243536737","doi":"10.1145/1272998.1273009","title":"Melange","year":2007,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Computer science; Network packet; Computer network; Code (set theory); Operating system; Programming language; Set (abstract data type)","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":[0.003183059,0.0002370762,0.0005770707,0.00004802411,0.0002083805,0.0003241023,0.001837453,0.00008092971,0.00001328426],"category_scores_gemma":[0.0006089974,0.0001856182,0.0001156893,0.0006545951,0.00001998643,0.0004849186,0.00029935,0.0001835392,0.0004298848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006690912,"about_ca_system_score_gemma":0.0000581956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597237,"about_ca_topic_score_gemma":0.00001027105,"domain_scores_codex":[0.9974646,0.0001787551,0.0009155338,0.0005006134,0.0004559828,0.0004845457],"domain_scores_gemma":[0.9974598,0.0002013526,0.0002454442,0.001691982,0.0002293023,0.0001720754],"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":[0.000003760565,0.0002665989,0.005016472,0.02361257,0.0002488487,0.0007990272,0.001425755,0.0001901932,0.004571278,0.3225255,0.2246987,0.4166413],"study_design_scores_gemma":[0.0004597241,0.0001307618,0.0009178614,0.01927506,0.00003101166,0.0006377316,0.00009760393,0.004256119,0.0002353885,0.00005135847,0.9730027,0.000904674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001413173,0.5213696,0.4497492,0.001613746,0.002710797,0.001824801,0.00001617611,0.0006570991,0.02064539],"genre_scores_gemma":[0.9503049,0.009921823,0.02944645,0.005026433,0.001123514,0.0002757841,0.00004274436,0.00006926971,0.003789044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9488918,"threshold_uncertainty_score":0.756929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637091501732259,"score_gpt":0.3008734253978055,"score_spread":0.274502510380483,"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."}}