{"id":"W4412607792","doi":"10.2139/ssrn.5362127","title":"An Economic Approach to Interpretation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Economic Policies and Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Interpretation (philosophy); Epistemology; Economics; Positive economics; Computer science; Philosophy; Programming language","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002108159,0.0003640398,0.0007512278,0.0007221398,0.0001545194,0.0004102724,0.001061855,0.0003182483,0.00006739161],"category_scores_gemma":[0.00005850583,0.0004460741,0.0003188667,0.00008473406,0.00003031088,0.0003433983,0.0002780627,0.0026532,0.0004869555],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005003405,"about_ca_system_score_gemma":0.001937131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365126,"about_ca_topic_score_gemma":0.0005764753,"domain_scores_codex":[0.9959912,0.00003935093,0.001050025,0.0006885827,0.00002820599,0.002202582],"domain_scores_gemma":[0.9983109,0.00002295698,0.0007249977,0.000660745,0.00002754112,0.0002528073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004583238,0.00009789759,0.0009431322,0.00003017559,0.0003392521,2.03245e-7,0.0008613259,0.02378478,0.000001707116,0.9663616,0.001049967,0.00648414],"study_design_scores_gemma":[0.0004449158,0.0002631677,0.001043076,0.0000482196,0.00002586261,0.00004924621,0.0006588514,0.03554522,0.000009545659,0.9474815,0.01379082,0.0006395958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3467201,0.009388272,0.2649485,0.002629608,0.00500416,0.001082903,0.0008775458,0.0001521258,0.3691968],"genre_scores_gemma":[0.9894873,0.003567826,0.0007910635,0.000902832,0.0008322197,0.00003970994,0.00007005777,0.00004701906,0.004261988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6427671,"threshold_uncertainty_score":0.9997991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182828458211395,"score_gpt":0.2530852356279343,"score_spread":0.2348023898067948,"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."}}