{"id":"W4299815870","doi":"10.1093/acprof:oso/9780199641390.002.0005","title":"Preface to the first edition","year":2013,"lang":"en","type":"other","venue":"","topic":"Advanced Mathematical Theories","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Mathematics education; Quarter (Canadian coin); Psychology; Physics; Astronomy; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001166649,0.0002301003,0.0002781301,0.00005320608,0.00005380078,0.00003669816,0.0003410731,0.0001610673,0.02205156],"category_scores_gemma":[0.0005499228,0.0001242349,0.00006347383,0.00009491533,0.00005727235,0.00003400319,0.0001374259,0.0001417888,0.009128186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000285204,"about_ca_system_score_gemma":0.000008646111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001141192,"about_ca_topic_score_gemma":0.0001090331,"domain_scores_codex":[0.999139,0.00001845454,0.0001823094,0.0002092264,0.0002399868,0.000211097],"domain_scores_gemma":[0.9986488,0.0004213795,0.0001130633,0.0007259574,0.00002636157,0.00006440387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[5.422944e-7,0.00001403922,4.980879e-8,0.00009745679,0.00001349159,2.072681e-7,0.00005824574,2.854884e-7,3.97145e-7,0.4384268,0.5612376,0.0001508993],"study_design_scores_gemma":[0.0000322338,0.00001012237,1.696144e-7,0.0001312619,0.0000147971,0.000001224965,0.00004133736,0.000005960984,0.0000401578,0.3947163,0.6048944,0.0001120227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.46818e-7,0.00003793955,0.2021086,0.001612782,0.000285516,0.0008948474,0.00001549524,0.0004582455,0.7945859],"genre_scores_gemma":[0.0000101959,0.00001059896,0.08565402,0.0004537549,0.000773042,0.0002443926,0.000003069199,0.000401438,0.9124495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1178636,"threshold_uncertainty_score":0.9916433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03097788147089335,"score_gpt":0.3109548046613086,"score_spread":0.2799769231904153,"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."}}