{"id":"W83954701","doi":"10.1007/978-3-642-22321-1_5","title":"State Complexity Research and Approximation","year":2011,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; State (computer science); Theoretical computer science; 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":[0.002454606,0.001776108,0.002477534,0.002526249,0.001967307,0.006622108,0.003319685,0.002586751,0.01918098],"category_scores_gemma":[0.0143714,0.001320283,0.002667669,0.006981526,0.005653337,0.02123016,0.003447275,0.01253221,0.003257787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006207481,"about_ca_system_score_gemma":0.002266501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00262751,"about_ca_topic_score_gemma":0.001770062,"domain_scores_codex":[0.9970131,0.0006870203,0.000149444,0.000596443,0.001232253,0.0003218022],"domain_scores_gemma":[0.989157,0.007441408,0.0003584864,0.002189246,0.0006611106,0.0001927315],"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":[0.00003155538,0.00003122605,0.0001247451,0.0001611464,0.00001659735,0.00001240617,0.00007884613,0.006675186,0.0001243216,0.9585565,0.008053877,0.0261335],"study_design_scores_gemma":[0.000006098073,0.000006464978,0.00006269356,0.00003117199,0.00001172642,0.00002011582,0.00001478504,0.01278449,0.0001779061,0.979138,0.007740789,0.000005834375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01800488,0.03192816,0.7021076,0.02065673,0.001442689,0.0001343992,0.0009712114,0.0009718896,0.2237824],"genre_scores_gemma":[0.6330364,0.04058597,0.2005638,0.003762229,0.005810051,0.0007120185,0.002931337,0.001210314,0.1113878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01918098,"threshold_uncertainty_score":0.06416678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07805654158210738,"score_gpt":0.3165436740408817,"score_spread":0.2384871324587743,"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."}}