{"id":"W4399890286","doi":"10.18280/mmep.110630","title":"Roughness in S|U| -Submodules","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Advanced Algebra and Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Computer science","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":[0.0001757135,0.0001084372,0.0001328521,0.00009160628,0.00001999227,0.0001486062,0.0001549185,0.00004391019,0.000001973428],"category_scores_gemma":[0.00001028556,0.00008715715,0.00002422236,0.0002146379,0.00001102308,0.0002426689,0.00006120504,0.0001481875,0.0000175264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001371729,"about_ca_system_score_gemma":0.000005890726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001623552,"about_ca_topic_score_gemma":1.40657e-7,"domain_scores_codex":[0.9992849,0.000005312629,0.000167523,0.0002386643,0.00009150776,0.000212071],"domain_scores_gemma":[0.9996842,0.0001037145,0.000006849752,0.0001458036,0.00000632791,0.00005315305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.20831e-7,0.000008029015,0.000001024102,0.0002852383,0.000002204044,0.000008381931,0.0003950571,0.5270727,0.00004787326,0.4700361,0.00000159962,0.002141612],"study_design_scores_gemma":[0.00002922991,0.000007478557,0.000002375016,0.0002455066,0.000001169917,0.00001515602,0.000002654141,0.7079307,0.00003769534,0.2914288,0.0002146511,0.00008453678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01454154,0.00140452,0.983054,0.0001845215,0.00008885792,0.00007054691,2.21337e-7,0.0003655069,0.0002902433],"genre_scores_gemma":[0.8187349,0.00005464111,0.1810811,0.000009451716,0.00002127191,0.00002247712,2.952938e-7,0.00001090198,0.00006501366],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8041933,"threshold_uncertainty_score":0.3554165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016168749171907,"score_gpt":0.2146696086781901,"score_spread":0.194507921186471,"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."}}