{"id":"W2061964274","doi":"10.1109/isit.2005.1523513","title":"Stochastic iterative decoders","year":2005,"lang":"en","type":"article","venue":"","topic":"Error Correcting Code Techniques","field":"Computer Science","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Factor graph; Decoding methods; Computer science; Turbo code; Algorithm; Trellis (graph); Hamming code; Block code","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":[0.001241262,0.0006560379,0.000818429,0.0008882949,0.0006422915,0.001095321,0.001330334,0.001239167,0.00395205],"category_scores_gemma":[0.006217962,0.0004100273,0.0008508,0.000854528,0.001070637,0.001191583,0.001494391,0.001315271,0.001981312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009985337,"about_ca_system_score_gemma":0.001440942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352731,"about_ca_topic_score_gemma":0.001485302,"domain_scores_codex":[0.9980115,0.0005039271,0.0001114718,0.0002547267,0.0009584432,0.0001599277],"domain_scores_gemma":[0.9981411,0.0009686716,0.0001155287,0.0002849351,0.0004298186,0.00006006344],"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":[0.0001000076,0.00004093131,0.0003520173,0.0001052944,0.00005518653,0.0001016534,0.000131473,0.3569634,0.00576881,0.5001218,0.002896552,0.1333628],"study_design_scores_gemma":[0.00002466925,0.00004808215,0.00007301133,0.00002656121,0.00001231332,0.0001341384,0.00001010438,0.8830853,0.004412923,0.1030913,0.009057502,0.00002409413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002359868,0.0001008263,0.9931242,0.00007676302,0.00003847553,0.00003917058,0.00004187638,0.0002778356,0.003940964],"genre_scores_gemma":[0.2262699,0.0006894043,0.7567161,0.0002921665,0.0001354928,0.0003763541,0.0003599659,0.0002681729,0.01489245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00395205,"threshold_uncertainty_score":0.01322097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433536474714101,"score_gpt":0.2714519788208992,"score_spread":0.2571166140737581,"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."}}