{"id":"W4414105428","doi":"10.1017/9781009604987.051","title":"On Numbers","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Set (abstract data type); Context (archaeology); Relation (database); Information system; Quality (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005926283,0.001065535,0.0008578092,0.002967007,0.001214596,0.004739931,0.001131807,0.000923342,0.5119716],"category_scores_gemma":[0.003251124,0.0003421046,0.0004434923,0.003594151,0.0006808706,0.003715616,0.001262453,0.001823907,0.3969961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571296,"about_ca_system_score_gemma":0.001347336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003346526,"about_ca_topic_score_gemma":0.005214894,"domain_scores_codex":[0.9990476,0.00008694721,0.00007226196,0.0001560253,0.0005641263,0.00007299594],"domain_scores_gemma":[0.9987156,0.0001888053,0.00004911934,0.0001588387,0.0007636986,0.0001238295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001434181,0.000007962588,0.00002682291,0.0001399522,0.000001421462,0.00001437759,0.00002256825,0.00007187499,0.0001610277,0.01478267,0.921061,0.063696],"study_design_scores_gemma":[0.000001015825,0.000003218222,0.00005367311,0.00004965187,5.565934e-7,0.00001027881,0.00000733503,0.00001286789,0.00002851892,0.001353915,0.9984775,0.000001393497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002806293,0.006270017,0.001412575,0.003676122,0.01362379,0.0001034759,0.003526727,0.0006279164,0.9704788],"genre_scores_gemma":[0.001329167,0.003504876,0.0005664886,0.0007683135,0.001657599,0.00005794605,0.002185334,0.0003133063,0.989617],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5119716,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165452751496802,"score_gpt":0.1986464357030222,"score_spread":0.182101160553342,"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."}}