{"id":"W2032965866","doi":"10.1145/986537.986591","title":"Deterministic Majority filters applied to stochastic sorting","year":2004,"lang":"en","type":"article","venue":"","topic":"Advanced Combinatorial Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Sorting; Sorting network; Computer science; Filter (signal processing); Stochastic process; Algorithm; Sorting algorithm; Stochastic modelling; Mathematical optimization; Mathematics; Statistics; Computer vision","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":[0.0002060469,0.0002237623,0.0003360786,0.00008215031,0.0001178436,0.00004010556,0.000282317,0.00007132452,0.00005926767],"category_scores_gemma":[0.001325243,0.0002090834,0.0000631026,0.0002241039,0.0000342998,0.00006074422,0.0001493924,0.0001496828,0.0002971128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001682915,"about_ca_system_score_gemma":0.0000520955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004417932,"about_ca_topic_score_gemma":0.00000990695,"domain_scores_codex":[0.9985176,0.00001078423,0.000462899,0.0002943153,0.0003111406,0.0004032072],"domain_scores_gemma":[0.9986635,0.0004413638,0.0001421447,0.0005047952,0.0000567087,0.0001915122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001607984,0.0001281834,0.000001392976,0.00009007422,0.0000146139,0.000008537418,0.0007422832,0.001435063,0.001455239,0.9951987,0.0001000212,0.0008098147],"study_design_scores_gemma":[0.0006584264,0.00007278597,0.000006596263,0.00005732693,0.00003250007,0.00001119582,0.0002532545,0.0001643186,0.002570447,0.9958726,0.00002674796,0.0002737875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1073781,0.0000017724,0.878459,0.0001353616,0.0004055605,0.0006342428,0.000002279285,0.0003882937,0.01259545],"genre_scores_gemma":[0.7776595,8.855924e-8,0.2217623,0.0001515008,0.00009991,0.00006643475,7.531257e-7,0.00004250676,0.00021703],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6702814,"threshold_uncertainty_score":0.8526175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04423853681200134,"score_gpt":0.3277892540611334,"score_spread":0.283550717249132,"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."}}