{"id":"W4377081443","doi":"10.1007/978-3-031-33264-7_14","title":"On the Simon’s Congruence Neighborhood of Languages","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"semigroups and automata theory","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Congruence (geometry); Computer science; Programming language; Theoretical computer science; Mathematics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001123095,0.0003948287,0.000427188,0.0004679697,0.0001742248,0.000267443,0.004801184,0.0001948458,0.00003407613],"category_scores_gemma":[0.0002869504,0.0002635424,0.0001364959,0.0006919949,0.0008064932,0.0002573782,0.001271472,0.0006303974,0.0001120048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009000591,"about_ca_system_score_gemma":0.0002824415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003442327,"about_ca_topic_score_gemma":0.00004789533,"domain_scores_codex":[0.9970685,0.00004833943,0.0004156465,0.001009825,0.0009675513,0.0004901686],"domain_scores_gemma":[0.9950818,0.002586747,0.0003001059,0.001802362,0.0001424091,0.00008660035],"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":[0.000003178367,0.00001805928,0.00002294796,0.00002365626,0.00001184762,0.00007643383,0.0005484771,0.00551293,0.0001683705,0.7873933,0.0001046792,0.2061161],"study_design_scores_gemma":[0.0001364983,0.0001874101,0.0001957471,0.0005716499,0.000005823822,0.00001358046,0.000001198124,0.2364661,0.003366815,0.7584573,0.0001587423,0.0004391199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003639281,0.0002153256,0.9877676,0.001849141,0.001219371,0.0003082491,0.00001182923,0.0002382381,0.008026322],"genre_scores_gemma":[0.9726397,0.00006128333,0.02225067,0.003618749,0.0003061064,0.00001394279,0.000003496151,0.00005375398,0.001052323],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9722757,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364325028222656,"score_gpt":0.2409676931564599,"score_spread":0.2273244428742333,"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."}}