{"id":"W2517678212","doi":"10.1145/3007787.3001195","title":"The anytime automaton","year":2016,"lang":"en","type":"article","venue":"ACM SIGARCH Computer Architecture News","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Automaton; Pipeline (software); Computation; Theoretical computer science; Simple (philosophy); Distributed computing; Cellular automaton; State (computer science); Algorithm; Computer engineering; Programming language","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":[0.001021176,0.0008012891,0.0008574855,0.0005277633,0.001267244,0.002892722,0.002480875,0.001383826,0.00648897],"category_scores_gemma":[0.005623635,0.000502608,0.001584923,0.0006270542,0.002912889,0.004054877,0.002752378,0.002185903,0.001428195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433391,"about_ca_system_score_gemma":0.002543545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005468844,"about_ca_topic_score_gemma":0.006451314,"domain_scores_codex":[0.9980078,0.0003926525,0.0001794255,0.0006028223,0.0005638531,0.0002535044],"domain_scores_gemma":[0.9959577,0.001438572,0.0002921918,0.001550697,0.0005593621,0.0002015615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006300619,0.0001363196,0.003149505,0.0003610678,0.00008356183,0.0003597216,0.0007336762,0.1969816,0.01374764,0.7166172,0.007375579,0.05982403],"study_design_scores_gemma":[0.00008479263,0.0002228523,0.0003438391,0.00008650278,0.00009621651,0.0001949378,0.0001301263,0.5629994,0.01251503,0.3818567,0.04139783,0.00007178778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03343087,0.0003767396,0.9451532,0.001077903,0.0002184116,0.0001718203,0.0006553115,0.004239784,0.01467605],"genre_scores_gemma":[0.4804195,0.0006046792,0.4953964,0.0008435478,0.0001538718,0.0007455579,0.001438961,0.0009769521,0.01942041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00648897,"threshold_uncertainty_score":0.02170777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008672909762124,"score_gpt":0.2448873781263465,"score_spread":0.2348006490287253,"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."}}