{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001952115,0.0006216327,0.0005675498,0.001755562,0.001014437,0.001637675,0.0007452104,0.0008215014,0.003995613],"category_scores_gemma":[0.00585755,0.0003663474,0.0007091113,0.001330106,0.003314654,0.004061125,0.001745182,0.001793123,0.000736056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114333,"about_ca_system_score_gemma":0.0007618552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006492176,"about_ca_topic_score_gemma":0.000796714,"domain_scores_codex":[0.9984791,0.0004383953,0.0001060504,0.0002348164,0.000543261,0.0001984467],"domain_scores_gemma":[0.9960048,0.001651355,0.0007100817,0.0005190365,0.0007783127,0.0003365495],"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":[0.000009118222,0.000004701426,0.00007989731,0.00001111515,0.000002222699,0.00004548267,0.00006371306,0.001597219,0.0002929568,0.9960638,0.000226937,0.001602905],"study_design_scores_gemma":[0.000005712247,0.00001590357,0.0001192962,0.00000956707,0.000002878841,0.0001017174,0.00003055676,0.01167632,0.0005317801,0.9857054,0.001786548,0.00001437463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.31194,0.002374295,0.6274782,0.002001555,0.0006821887,0.00006405829,0.0004211859,0.0002088536,0.05482976],"genre_scores_gemma":[0.9438925,0.001399183,0.0404551,0.0004614446,0.000804219,0.0001042831,0.0002099702,0.0001057575,0.0125674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003995613,"threshold_uncertainty_score":0.0133667,"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."}}