{"id":"W2061692327","doi":"10.1109/cig.2010.5592848","title":"Valiant transform of forney graphs","year":2010,"lang":"en","type":"article","venue":"","topic":"Error Correcting Code Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Duality (order theory); Interpretation (philosophy); Extension (predicate logic); Holography; Algorithm; Discrete mathematics; Theoretical computer science; Mathematics; Physics; Quantum mechanics","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":[0.0002598827,0.00006687625,0.00009216234,0.0000874871,0.00002787167,0.00001961135,0.0007113669,0.00004941738,0.00003137658],"category_scores_gemma":[0.00002504735,0.00005414676,0.00006956164,0.0002480806,0.00003253107,0.0002142033,0.00005457631,0.0001433474,0.00000857917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000348631,"about_ca_system_score_gemma":0.00002674342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001175849,"about_ca_topic_score_gemma":0.0001937289,"domain_scores_codex":[0.9994007,0.000008234307,0.0001495108,0.0001605473,0.0001423934,0.0001386623],"domain_scores_gemma":[0.9993463,0.00004256496,0.00003910746,0.0004676503,0.00006034576,0.0000440583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001974726,0.00005909038,0.001854344,0.00001398389,0.000006428741,0.00000274047,0.0006212991,4.746223e-7,0.09208473,0.8101752,0.002010565,0.09316913],"study_design_scores_gemma":[0.000114511,0.0001130641,0.00189981,0.00001026324,0.000003108847,0.00002560775,0.00001430725,0.005248707,0.8660736,0.1223841,0.003956385,0.0001565781],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1100481,0.000005765481,0.8122047,0.0007571186,0.0005702823,0.0001460693,5.911229e-7,0.0008499192,0.07541753],"genre_scores_gemma":[0.7845098,0.000001855844,0.2151323,0.00007939249,0.00000684758,0.000005178907,1.440153e-7,0.000003878119,0.0002606583],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7739888,"threshold_uncertainty_score":0.2208041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051678298773558,"score_gpt":0.2514913456474596,"score_spread":0.240974562659724,"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."}}