{"id":"W2921316687","doi":"10.1080/00048402.2018.1564152","title":"On the Varieties of Abstract Objects","year":2019,"lang":"en","type":"article","venue":"Australasian Journal of Philosophy","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Congruence (geometry); Equivalence relation; Abstraction; Relation (database); Equivalence (formal languages); Congruence relation; Natural (archaeology); Identity (music); Mathematics; Pure mathematics; Epistemology; Computer science; Geography; Aesthetics; Philosophy; Geometry; Data mining","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002396545,0.0001028197,0.0002071708,0.0001289885,0.00004909734,0.00002400678,0.0003553957,0.00004386877,0.001838157],"category_scores_gemma":[0.0001420276,0.00006103162,0.0002427032,0.0002023758,0.0001468249,0.0001279487,0.00001522956,0.0003018538,0.0002444056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001404571,"about_ca_system_score_gemma":0.00003841263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001015251,"about_ca_topic_score_gemma":1.325746e-7,"domain_scores_codex":[0.9989033,0.00007310879,0.0003584063,0.0001093445,0.0004273638,0.0001284794],"domain_scores_gemma":[0.9991441,0.00009882569,0.0004141481,0.000215023,0.00005816355,0.00006973647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002561797,0.0005749831,0.001966897,0.00005915706,0.00004597941,0.0001205275,0.002541232,0.001040895,0.5495731,0.4387602,0.002673024,0.002387829],"study_design_scores_gemma":[0.002743659,0.00412324,0.0404655,0.0006718135,0.0002267552,0.0008875655,0.002539247,0.0001620285,0.2525225,0.6918592,0.003049303,0.0007491083],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521353,0.000006702799,0.00001243218,0.006209332,0.0001681889,0.00005551782,0.000003072397,0.0000054795,0.04140401],"genre_scores_gemma":[0.9987202,0.00001747472,0.00002607963,0.0006746746,0.00009693288,3.38974e-7,1.192229e-7,0.000008526997,0.0004556947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2970506,"threshold_uncertainty_score":0.9990743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03674650570951188,"score_gpt":0.2667370954254205,"score_spread":0.2299905897159086,"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."}}