{"id":"W4232254920","doi":"10.1145/3155284.3019035","title":"POSTER","year":2017,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Israel Science Foundation","keywords":"Computer science; Thread (computing); Lock (firearm); Reuse; Implementation; Parallel computing; Transformation (genetics); Overhead (engineering); Distributed computing; Theoretical computer science; Computer engineering; Programming language","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":[0.0001528168,0.0000924505,0.0001206993,0.00002156452,0.0003702369,0.0009313585,0.003335367,0.00004461581,0.00001645931],"category_scores_gemma":[0.0001834961,0.00007552884,0.00003727831,0.00003140757,0.00004045331,0.0009170576,0.0005162747,0.00006994956,0.0004209031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007501919,"about_ca_system_score_gemma":0.00001797797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168916,"about_ca_topic_score_gemma":0.00003925686,"domain_scores_codex":[0.9992111,0.00001857608,0.0001292739,0.0002551585,0.0001746069,0.0002113283],"domain_scores_gemma":[0.9975924,0.00006418624,0.0001563786,0.002070827,0.00004410052,0.00007209999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005488529,0.0003695439,0.238981,0.0002541173,0.0002216103,0.0009291481,0.004734993,0.0001018513,0.004169667,0.2432155,0.1113913,0.3955764],"study_design_scores_gemma":[0.001220115,0.000168855,0.6257795,0.0001746091,0.00001832476,0.00005787433,0.00005486974,0.008401728,0.003249151,0.005643417,0.3543682,0.0008634048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6196656,0.0009075153,0.06399364,0.02884869,0.007722439,0.0006076558,0.0001149999,0.0008506778,0.2772888],"genre_scores_gemma":[0.9959289,0.000002404427,0.002762668,0.0003108291,0.0001367628,0.000004422933,0.000003047221,0.00000427887,0.0008466942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.394713,"threshold_uncertainty_score":0.8981112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146308960852579,"score_gpt":0.2851377953898366,"score_spread":0.2536747057813108,"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."}}