{"id":"W2962788513","doi":"10.4171/jncg/65","title":"Codes and noncommutative stochastic matrices","year":2010,"lang":"en","type":"article","venue":"Journal of Noncommutative Geometry","topic":"Coding theory and cryptography","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Noncommutative geometry; Mathematics; Skew; Matrix (chemical analysis); Field (mathematics); Column (typography); Algebra over a field; Discrete mathematics; Pure mathematics; Computer science; Geometry","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":[0.001605739,0.0001945648,0.0003894709,0.0008111898,0.0002343142,0.00021555,0.001073553,0.00008138986,0.00003592807],"category_scores_gemma":[0.0003632506,0.0001547052,0.0001572746,0.001108904,0.0002923654,0.0009311428,0.000321454,0.0009395659,0.000009612285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001972977,"about_ca_system_score_gemma":0.0000878945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005980625,"about_ca_topic_score_gemma":0.000007687192,"domain_scores_codex":[0.9985093,0.0002250842,0.0004609333,0.000178779,0.0003762546,0.0002496772],"domain_scores_gemma":[0.9965761,0.001880906,0.0006319872,0.0003193386,0.0003878707,0.0002038125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000653366,0.001468351,0.01544907,0.0001719263,0.001428224,0.0006484977,0.04399858,0.0009611916,0.03252671,0.3693625,0.002379981,0.5309516],"study_design_scores_gemma":[0.007685372,0.007042832,0.1208904,0.000622127,0.0003999623,0.006813407,0.01007593,0.01396223,0.01052575,0.8136809,0.006062461,0.002238604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5837042,0.0005660812,0.4135355,0.0005617241,0.000534652,0.00006365486,0.000006108088,0.00003057336,0.0009974965],"genre_scores_gemma":[0.9349415,0.00003106395,0.0647055,0.0001657336,0.0001266803,0.000002037361,4.831279e-7,0.000009609263,0.00001744271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.528713,"threshold_uncertainty_score":0.6308695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008211970431845749,"score_gpt":0.2628949219386728,"score_spread":0.2546829515068271,"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."}}