{"id":"W4391183278","doi":"10.1090/mawrld/031/07","title":"Finite fields","year":2023,"lang":"en","type":"book-chapter","venue":"Mathematical world","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Geology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003542704,0.0004971512,0.0007603561,0.0004582761,0.00006808516,0.00007877553,0.0004286573,0.0003588604,0.03599284],"category_scores_gemma":[0.0003497986,0.0004394671,0.0003691803,0.0001318657,0.0001590423,0.00003949664,0.0002875252,0.0008893309,0.542591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007665791,"about_ca_system_score_gemma":0.00003666438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.952197e-7,"about_ca_topic_score_gemma":0.00006667732,"domain_scores_codex":[0.9977807,0.00001439531,0.0006170364,0.0004652007,0.0006910855,0.0004316295],"domain_scores_gemma":[0.997157,0.001468412,0.0001879942,0.0009227764,0.00006133423,0.0002024453],"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":[0.000007002649,0.00001950382,3.823575e-7,0.00023686,0.00008683132,0.0001203897,0.00004916561,0.000005444207,0.000001441868,0.8403568,0.1587081,0.0004081287],"study_design_scores_gemma":[0.0001009933,0.00001475287,0.000001465281,0.0006956111,0.0001001002,0.000004710017,0.000001603551,0.0004336988,0.000007535836,0.714083,0.2841932,0.0003632831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001061028,0.00003829061,0.0007407062,0.0004957701,0.0002166191,0.0003508799,0.0001478405,0.0009986649,0.9970102],"genre_scores_gemma":[0.0003264184,0.00000477802,0.001183,0.0002497096,0.0003573206,0.00003555724,0.00006644164,0.0005406751,0.9972361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5065981,"threshold_uncertainty_score":0.9998057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0645296667292703,"score_gpt":0.2802393955904828,"score_spread":0.2157097288612125,"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."}}