{"id":"W4392770862","doi":"10.31542/tqxdva73","title":"Characterizing semi-Dirichlet Algebras and their Graphs","year":2024,"lang":"en","type":"article","venue":"MacEwan University Student eJournal","topic":"Rings, Modules, and Algebras","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latent Dirichlet allocation; Mathematics; Dirichlet distribution; Combinatorics; Computer science; Information retrieval; Topic model; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003534163,0.0002319336,0.000260663,0.000294376,0.000362331,0.0002708304,0.0003165511,0.00007720356,0.0001625869],"category_scores_gemma":[0.00001846484,0.0002041536,0.0001535884,0.0002362946,0.00009411488,0.0003355255,0.0002473275,0.0004074218,0.00002824984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048604,"about_ca_system_score_gemma":0.00004278274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000125204,"about_ca_topic_score_gemma":0.00002624354,"domain_scores_codex":[0.9988097,0.00007676675,0.0001871106,0.0003269956,0.0002705306,0.000328923],"domain_scores_gemma":[0.9993489,0.0001527637,0.00008263464,0.0001896962,0.00004462534,0.0001814198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002445997,0.001008094,0.1374182,0.001211296,0.003492182,0.004710963,0.0824265,0.000005660702,0.04077712,0.6352269,0.04217945,0.05129906],"study_design_scores_gemma":[0.004562306,0.0006528959,0.2325088,0.002443952,0.001095092,0.002199989,0.07761419,0.001123783,0.009237803,0.2204134,0.4450023,0.003145462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991654,0.0005039527,0.001201153,0.0009926585,0.0003849086,0.000140445,0.00002091851,0.0002028138,0.004899118],"genre_scores_gemma":[0.9960162,0.0004983515,0.0004056381,0.0001286304,0.0001827071,3.267335e-7,0.000003115276,0.00002857707,0.002736449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4148135,"threshold_uncertainty_score":0.8325143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022028073873487,"score_gpt":0.255214243157569,"score_spread":0.233186169284082,"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."}}