{"id":"W2952343029","doi":"","title":"Finite Orbits of Language Operations","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"semigroups and automata theory","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Waterloo","funders":"","keywords":"Complement (music); Closure (psychology); Set (abstract data type); Finite set; Monoid; Bounded function; Mathematics; Orbit (dynamics); Computer science; Discrete mathematics; Pure mathematics; Programming language; Political science; Engineering; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0001646056,0.0001740919,0.000231556,0.0001821139,0.00006788512,0.00004350445,0.001627871,0.0001591907,0.0001013924],"category_scores_gemma":[0.00002996272,0.0001880537,0.0001404482,0.0003220907,0.00007815429,0.0002638628,0.00155135,0.0002602967,0.00009506112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003473985,"about_ca_system_score_gemma":0.0001196953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003165437,"about_ca_topic_score_gemma":0.00004457252,"domain_scores_codex":[0.998978,0.0000888666,0.0001521457,0.0005461602,0.00005242786,0.0001823735],"domain_scores_gemma":[0.9984773,0.00007496122,0.0001140622,0.001162988,0.00009009152,0.00008058117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000745596,0.000112323,0.0002928836,0.00006234186,0.00006914375,0.0001909745,0.002253263,0.08288644,0.0003217449,0.912861,0.0001572859,0.000785153],"study_design_scores_gemma":[0.0004283334,0.0000673313,0.001023976,0.0001695148,0.00006943294,0.000005136,0.0003097643,0.9145507,0.004524423,0.07811639,0.0001651466,0.0005698196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3819106,0.00009577372,0.609705,0.00002221154,0.0003341114,0.0001295569,0.00002401265,0.0001803303,0.007598383],"genre_scores_gemma":[0.9949949,0.00005747844,0.003050906,0.00006731223,0.00003206297,4.828452e-7,0.0000134223,0.000009763088,0.001773707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8347446,"threshold_uncertainty_score":0.7668606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06161193071247009,"score_gpt":0.1835096886485376,"score_spread":0.1218977579360676,"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."}}