{"id":"W4303457080","doi":"10.3138/topia-2022-0034","title":"The End of Abstraction? The Triumph of Abstraction? A Prospective Dilemma","year":2022,"lang":"en","type":"article","venue":"TOPIA Canadian Journal of Cultural Studies","topic":"Economic Theory and Institutions","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abstraction; Dilemma; Moment (physics); Chaotic; Computer science; Capitalism; Automaton; Cellular automaton; CHAOS (operating system); Artificial intelligence; Epistemology; Computer security; Philosophy; Political science; Classical mechanics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006931842,0.00007532723,0.0002624221,0.00007948573,0.000932726,0.00002686107,0.0002458591,0.00001873459,0.0003762707],"category_scores_gemma":[0.0002103352,0.00004877008,0.0001595173,0.0001241974,0.0003944099,0.0002227951,0.00002259172,0.0002473443,0.000007846686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971983,"about_ca_system_score_gemma":0.0001451157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705776,"about_ca_topic_score_gemma":0.01273579,"domain_scores_codex":[0.9990591,0.00002686921,0.0006575259,0.00007965085,0.00003540855,0.0001414382],"domain_scores_gemma":[0.9986939,0.0001377382,0.0008517958,0.0001152811,0.0001440167,0.00005722885],"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":[0.00004620502,0.00002777739,0.01374335,0.000011407,0.0006014277,0.00000551745,0.006004739,0.002070306,0.00002459911,0.9727747,0.003996992,0.0006929234],"study_design_scores_gemma":[0.0007204721,0.0003096705,0.2258252,0.00001916908,0.00005328967,0.0001701461,0.03495698,0.00001224562,0.00034437,0.09552235,0.6418782,0.0001878964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676239,0.007857585,0.000004093415,0.004628626,0.001422795,0.0001442522,0.0001916785,0.000002083723,0.01812499],"genre_scores_gemma":[0.9978909,0.0003825896,0.00001484781,0.0000527359,0.0001318824,0.00001145984,8.361814e-7,0.000003649689,0.001511121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8772524,"threshold_uncertainty_score":0.7173868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193863521462144,"score_gpt":0.2503502059605959,"score_spread":0.2084115707459744,"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."}}