{"id":"W2044654785","doi":"10.4204/eptcs.3.11","title":"State Complexity Approximation","year":2009,"lang":"en","type":"article","venue":"Electronic Proceedings in Theoretical Computer Science","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"State (computer science); Computer science; Theoretical computer science; Mathematics; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002265599,0.001015055,0.001414495,0.001349648,0.0007531673,0.003215231,0.002254403,0.001174234,0.006684076],"category_scores_gemma":[0.02236972,0.0004785002,0.001290322,0.00152686,0.001567727,0.007838277,0.003163444,0.004264102,0.001091054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002115472,"about_ca_system_score_gemma":0.001700294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002244418,"about_ca_topic_score_gemma":0.001471636,"domain_scores_codex":[0.9954211,0.0009338508,0.000240572,0.0009675367,0.00199228,0.0004447166],"domain_scores_gemma":[0.9860491,0.008742814,0.0008256471,0.002783059,0.001347631,0.000251807],"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":[0.000248482,0.0001160171,0.002813101,0.0002351961,0.00008046163,0.0001437485,0.0002245454,0.2861446,0.001961756,0.5974084,0.004865552,0.1057583],"study_design_scores_gemma":[0.00000951036,0.0000363271,0.000356054,0.0000335305,0.00001859561,0.00007682061,0.00002660205,0.7540817,0.001759528,0.2395698,0.004009957,0.00002160867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007816811,0.0002771486,0.9853545,0.0003544618,0.000071458,0.00003618015,0.0001859421,0.0003845087,0.005518888],"genre_scores_gemma":[0.6645337,0.001188982,0.321695,0.0004754412,0.0003363284,0.0003697507,0.001786532,0.0003914264,0.00922281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006684076,"threshold_uncertainty_score":0.02236044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006796178078751685,"score_gpt":0.2484712954851694,"score_spread":0.2416751174064177,"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."}}