{"id":"W2785885778","doi":"10.1007/978-3-319-75396-6_17","title":"Graph Operations and Free Graph Algebras","year":2018,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Null graph; Graph algebra; Voltage graph; Graph; Line graph; Complement graph; Computer science; Discrete mathematics; Injective function; Mathematics; Combinatorics","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":[0.0006121177,0.0005391438,0.0004459171,0.001148882,0.0002941696,0.0006535863,0.003968215,0.0003453312,0.00002278292],"category_scores_gemma":[0.00003439202,0.0005121491,0.000104274,0.00065515,0.0009890996,0.0007463687,0.002331436,0.0006556527,0.000017123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169539,"about_ca_system_score_gemma":0.0002383056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000032122,"about_ca_topic_score_gemma":0.0001239397,"domain_scores_codex":[0.9967208,0.0000244249,0.0004261722,0.001527942,0.000745175,0.0005554917],"domain_scores_gemma":[0.9970145,0.0001550922,0.0001028152,0.002248691,0.0002732222,0.0002056576],"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":[0.000002443217,0.00002962955,0.0000613839,0.00005051425,0.00002543735,0.00007358362,0.00146272,0.01867962,0.0001814994,0.52227,0.0004358861,0.4567272],"study_design_scores_gemma":[0.0001962072,0.0002336962,0.0001199626,0.0003532951,0.000009590253,0.0001159185,2.991306e-8,0.3533946,0.001359106,0.6381069,0.005217464,0.0008931591],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000139254,0.0004236375,0.996463,0.000490689,0.0009553129,0.000376798,0.000009478138,0.000736006,0.0004058462],"genre_scores_gemma":[0.009257519,0.00008795694,0.989413,0.0007453099,0.0002858349,0.0000195027,0.000003840975,0.00003942053,0.0001475696],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4558341,"threshold_uncertainty_score":0.999733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254076544625597,"score_gpt":0.2285089595588917,"score_spread":0.2159681941126358,"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."}}