{"id":"W4298786553","doi":"","title":"Characterizations of Total Dual Integrality","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Algebra and Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Dual (grammatical number); Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003006677,0.0002907449,0.0003922239,0.0002303426,0.0001735853,0.0002262113,0.001566979,0.0002629569,0.00006387915],"category_scores_gemma":[0.0009300692,0.0002964262,0.0002219378,0.0005564315,0.0002430422,0.0002906103,0.002532061,0.0005962629,0.00002279921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008432163,"about_ca_system_score_gemma":0.0002116397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002199689,"about_ca_topic_score_gemma":0.0001780009,"domain_scores_codex":[0.9958887,0.001956204,0.0006460925,0.0007438096,0.0004280398,0.0003371336],"domain_scores_gemma":[0.9940463,0.0008548651,0.0006658361,0.002480736,0.001790929,0.0001613154],"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":[0.000005805121,0.000835783,0.0008422239,0.0001344944,0.00005953473,0.000009034403,0.006722657,0.00009657053,0.00959124,0.8970396,0.0002044279,0.08445866],"study_design_scores_gemma":[0.001673376,0.000004244192,0.08896115,0.004279252,0.0001165398,0.0001247208,0.0002813492,0.07821739,0.6440228,0.1644853,0.01507897,0.002754892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09845549,0.0002505888,0.8690403,0.002711794,0.0002477872,0.000265745,0.00002966459,0.0002593004,0.02873933],"genre_scores_gemma":[0.856921,0.0001009988,0.1394383,0.00009127249,0.00002511548,0.00002503501,0.0002443712,0.00002062159,0.003133365],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7584655,"threshold_uncertainty_score":0.9999488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682164751451502,"score_gpt":0.2432702314771248,"score_spread":0.2264485839626098,"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."}}