{"id":"W2498290661","doi":"10.1090/cbms/117/12","title":"Virtually special quotients","year":2012,"lang":"en","type":"book-chapter","venue":"Regional conference series in mathematics","topic":"Graph Labeling and Dimension Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Quotient; Pure mathematics; Mathematics","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":[0.0003493247,0.0004355683,0.0005485408,0.0002794057,0.00009422484,0.0001512718,0.001138633,0.00036843,0.0003649695],"category_scores_gemma":[0.00004106,0.0004073199,0.0001482629,0.00008419817,0.00028823,0.0004480641,0.0004472381,0.0004874232,0.0005264769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006594351,"about_ca_system_score_gemma":0.0002522817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000258056,"about_ca_topic_score_gemma":0.00002165182,"domain_scores_codex":[0.9976997,0.00002274932,0.0006535823,0.0004650691,0.0007536544,0.0004052237],"domain_scores_gemma":[0.9982238,0.0001176037,0.0003916064,0.0008557513,0.0002532497,0.0001579958],"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":[0.000004780517,0.0000545336,0.000004007938,0.00008646998,0.00002128613,0.00001657309,0.001027679,0.000004015944,0.00001656582,0.9927754,0.002726883,0.003261796],"study_design_scores_gemma":[0.000163088,0.00006849185,0.000008274516,0.0006014969,0.00001365285,0.0000660268,0.00003408433,0.0003779877,0.00002481062,0.9159986,0.08219959,0.000443891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000156292,0.0007303584,0.01271302,0.001144433,0.0015139,0.0004758584,0.00001702447,0.000242251,0.9830068],"genre_scores_gemma":[0.007011864,0.002111301,0.1615042,0.0006758229,0.0006267301,0.00003901919,0.00007382028,0.0001430546,0.8278142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1551927,"threshold_uncertainty_score":0.9998379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215994124419335,"score_gpt":0.2413326078251611,"score_spread":0.1891726665809677,"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."}}