{"id":"W4210309944","doi":"10.1017/cbo9781107282094.001","title":"Preface","year":2018,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reading (process); Focus (optics); Point (geometry); Computer science; Selection (genetic algorithm); Section (typography); Mathematics education; Mathematics; Artificial intelligence; Linguistics","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":[0.0002494429,0.0004419154,0.0005518956,0.000140901,0.0002575562,0.00002444628,0.0006588871,0.0004938795,0.0001479649],"category_scores_gemma":[0.00005187229,0.000507209,0.0002898836,0.000004757864,0.0004894329,0.00006739036,0.0003132467,0.0004469659,0.0002522783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278754,"about_ca_system_score_gemma":0.00009361522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004018123,"about_ca_topic_score_gemma":0.000001149812,"domain_scores_codex":[0.9986506,0.00005260391,0.0002531697,0.00044912,0.0003148413,0.0002796583],"domain_scores_gemma":[0.9980748,0.0002523144,0.0003695628,0.0009482641,0.0001753791,0.0001796718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004329107,0.00001391456,2.106405e-8,0.0002462611,0.0001250445,0.0001089429,0.0002184356,4.012966e-8,0.000008763414,0.7573356,0.2417768,0.0001228761],"study_design_scores_gemma":[0.0003465519,0.00006293482,8.037717e-8,0.000323013,0.0003636476,0.00002534038,0.00004052607,0.000009652209,0.0002348821,0.01172592,0.9863538,0.0005136364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002437863,0.00005105013,0.001304436,0.000004909484,0.0003001472,0.000414462,0.0001564703,0.0003085552,0.9972162],"genre_scores_gemma":[0.00008175523,0.00001760035,0.001782202,0.00002891498,0.0002369235,5.335425e-7,0.0000125181,0.00009666431,0.9977429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7456097,"threshold_uncertainty_score":0.999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05045020115082662,"score_gpt":0.2309628873167474,"score_spread":0.1805126861659208,"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."}}