{"id":"W4286330890","doi":"10.1093/ooec/odac004","title":"Potterian economics","year":2022,"lang":"en","type":"article","venue":"Oxford Open Economics","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Bar-Ilan University; National University of Singapore","keywords":"Consistency (knowledge bases); Incentive; Population; Positive economics; Economic model; Economics; Behavioral economics; Literacy; Experimental economics; Power (physics); Sociology; Microeconomics; Computer science; Economic growth","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007597714,0.0002419629,0.0005628881,0.0001842004,0.0006304323,0.0005570124,0.001398147,0.00006397235,0.007321988],"category_scores_gemma":[0.00002004544,0.0003395691,0.0001483333,0.0001277785,0.00007230009,0.0009498907,0.001212226,0.0002187621,0.0002785739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000431985,"about_ca_system_score_gemma":0.00008773127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003899441,"about_ca_topic_score_gemma":0.0001019331,"domain_scores_codex":[0.9979907,0.00002250634,0.0008454906,0.0006636838,0.00001356407,0.0004640301],"domain_scores_gemma":[0.9986845,0.0000283785,0.0005435582,0.0006158398,0.000009353568,0.0001183303],"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":[0.00005422244,0.0000915963,0.007703486,0.000005760311,0.00004338288,0.000002313066,0.0001560118,0.001068065,0.000001380537,0.9846723,0.004142792,0.00205869],"study_design_scores_gemma":[0.0006364696,0.0001433639,0.005981492,0.000001319865,0.000003153289,0.00001048319,0.0002173193,0.001263312,0.00001061673,0.193622,0.797722,0.0003884394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4254946,0.0002183136,0.00004423047,0.001777533,0.001383338,0.0004527783,0.0005494661,0.00003371877,0.5700461],"genre_scores_gemma":[0.9656085,0.001716884,0.002171706,0.007139975,0.000287842,0.000511584,0.0002318352,0.0001196618,0.02221199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7935792,"threshold_uncertainty_score":0.9999056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989300378836969,"score_gpt":0.2163680076693849,"score_spread":0.1764750038810152,"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."}}