{"id":"W1470776573","doi":"10.1007/978-3-642-35632-2_20","title":"MapReduce for Parallel Trace Validation of LTL Properties","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; TRACE (psycholinguistics); Cloud computing; Process (computing); Linear temporal logic; Algorithm; Temporal logic; Event (particle physics); Parallel computing; Theoretical computer science; Programming language; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002051443,0.001298642,0.000995074,0.0009968845,0.0009780113,0.00151635,0.002439608,0.0008872688,0.009231595],"category_scores_gemma":[0.00732722,0.0007412438,0.0016892,0.0007235348,0.001606725,0.002657751,0.002909993,0.002433973,0.001756754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387515,"about_ca_system_score_gemma":0.002296096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003980423,"about_ca_topic_score_gemma":0.005252659,"domain_scores_codex":[0.9974604,0.0006629874,0.0001583603,0.0003868006,0.001050181,0.000281267],"domain_scores_gemma":[0.994963,0.00223031,0.0002094272,0.001861458,0.0006536074,0.00008206523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008905705,0.0003878774,0.002094624,0.001236841,0.0002840815,0.0007349015,0.0007795148,0.1781098,0.04066939,0.2373629,0.02459992,0.5128496],"study_design_scores_gemma":[0.00009217063,0.0001115633,0.0003699782,0.0001033243,0.0000773496,0.0002048221,0.0001360047,0.704725,0.056038,0.2241915,0.01389947,0.00005064295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00796463,0.0001786123,0.9766021,0.0001719822,0.00007983833,0.0001524685,0.0001952536,0.01112889,0.0035262],"genre_scores_gemma":[0.4749015,0.000399007,0.5083708,0.0003149127,0.0001062833,0.0006502796,0.0014532,0.003852715,0.009951374],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009231595,"threshold_uncertainty_score":0.03088278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237449054811347,"score_gpt":0.2795174679480441,"score_spread":0.2271429773999306,"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."}}