{"id":"W2498882618","doi":"10.1090/stml/061/04","title":"Graph products and classes","year":2011,"lang":"en","type":"book-chapter","venue":"Student mathematical library","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"","keywords":"Graph; Computer science; Theoretical computer science","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":[0.0001967096,0.0004033832,0.0005030803,0.0002822695,0.00008336134,0.0002645939,0.001688839,0.0001915279,0.000449722],"category_scores_gemma":[0.00003980871,0.000322725,0.0001131252,0.0001134426,0.0003901312,0.001030292,0.00238279,0.0005138243,0.0005485957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008739151,"about_ca_system_score_gemma":0.00007248262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.0648e-8,"about_ca_topic_score_gemma":5.5011e-8,"domain_scores_codex":[0.9977077,0.0000434188,0.000398137,0.0008060554,0.000653126,0.0003916019],"domain_scores_gemma":[0.9981104,0.0002888271,0.0001367543,0.001182284,0.0000456838,0.0002360654],"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":[0.000006242929,0.0000664484,0.00001621987,0.0002050284,0.00006802994,0.00007861417,0.0002596232,3.407679e-8,0.000006525863,0.9931785,0.00287981,0.003234886],"study_design_scores_gemma":[0.0001113436,0.0001147797,0.00004705089,0.0002046446,0.00001632684,0.0000362445,0.000006046672,0.000009130529,0.0001060207,0.9657471,0.03325888,0.0003424489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004699853,0.001539451,0.01689276,0.0007827886,0.0001288166,0.000664821,0.000009714237,0.000451936,0.9794827],"genre_scores_gemma":[0.001416803,0.0009823565,0.07866168,0.0003487231,0.000204636,0.0000606834,0.0000117874,0.0001498848,0.9181634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06176892,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508409826149989,"score_gpt":0.2763680966478449,"score_spread":0.241283998386345,"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."}}