{"id":"W4206956776","doi":"10.1016/j.tcs.2017.03.001","title":"Specular sets","year":2017,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"semigroups and automata theory","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"Conseil Régional, Île-de-France; Agence Nationale de la Recherche","keywords":"Generalization; Cardinality (data modeling); Specular reflection; Mathematics; Set (abstract data type); Combinatorics; Interval (graph theory); Natural (archaeology); Group (periodic table); Discrete mathematics; Computer science; Geography; Data mining; 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":["sts","scholarly_communication","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.001604892,0.0001683816,0.0001810481,0.0001027834,0.001618288,0.002208362,0.008167901,0.00004347337,0.0000761335],"category_scores_gemma":[0.0001458217,0.000133346,0.00007544601,0.0002360137,0.00414331,0.001496365,0.003066318,0.0001601299,0.0003255691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003509476,"about_ca_system_score_gemma":0.00008639297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004027589,"about_ca_topic_score_gemma":2.787404e-7,"domain_scores_codex":[0.9977521,0.00005324425,0.0001863772,0.0007401942,0.000666338,0.0006017827],"domain_scores_gemma":[0.9965413,0.00009604126,0.0001054376,0.002851325,0.0001092891,0.0002965622],"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":[0.000001382296,0.00002359687,0.00005354269,0.000002095437,0.000002017317,0.00003790335,0.0001082187,0.000007249764,0.0004521114,0.9202527,0.00007962611,0.07897953],"study_design_scores_gemma":[0.0001625962,0.00007019004,0.004558142,0.00002022857,0.000002103303,0.0000567019,0.000001834367,0.4286423,0.005683898,0.5601185,0.0004669655,0.0002165806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04704326,0.00001870549,0.9314873,0.002294346,0.001010096,0.00009273192,8.502977e-7,0.0002702304,0.01778245],"genre_scores_gemma":[0.8532822,0.000002768463,0.1459185,0.0006503931,0.0001216472,0.000002571224,2.14789e-7,0.000005898401,0.00001588359],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8062389,"threshold_uncertainty_score":0.9996815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143549003506592,"score_gpt":0.2652329800144567,"score_spread":0.2537974899793907,"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."}}