{"id":"W4410465662","doi":"10.31235/osf.io/uyxh9_v1","title":"Measuring Industrial Policy: A Text Based Approach","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Economic Development and Digital Transformation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Alfred P. Sloan Foundation","keywords":"Computer science","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":[0.0007687599,0.0002845344,0.000548824,0.0008089416,0.0001258237,0.0003051157,0.0004857224,0.0002920007,0.0031096],"category_scores_gemma":[0.00006679611,0.0003664093,0.0002461602,0.000175648,0.00002785101,0.0002697661,0.0003615465,0.0006217674,0.0004740812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006226512,"about_ca_system_score_gemma":0.0003283774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004826648,"about_ca_topic_score_gemma":0.000008648765,"domain_scores_codex":[0.9980161,0.00001508824,0.0009726855,0.0006062374,0.0000553867,0.0003345378],"domain_scores_gemma":[0.9990165,0.00003015528,0.0004213805,0.000416207,0.00001452783,0.0001012379],"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":[0.0001282862,0.0006367635,0.06647995,0.0005733476,0.0004635683,0.000003909584,0.002045507,0.02855635,0.00000124169,0.8753159,0.01349176,0.01230339],"study_design_scores_gemma":[0.004404033,0.00008330285,0.00679483,0.00006894625,0.0000204664,0.0000039713,0.0003644593,0.07006471,0.00009519709,0.1336872,0.7816631,0.002749855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01438104,0.0001629836,0.0088775,0.0006821483,0.0009222357,0.0005586942,0.0003710116,0.0001484502,0.9738959],"genre_scores_gemma":[0.9840294,0.00003368282,0.003018199,0.0005460115,0.0003910493,0.0003011149,0.0008816547,0.00005309688,0.01074581],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9696484,"threshold_uncertainty_score":0.9998788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215312262177577,"score_gpt":0.2269872001653874,"score_spread":0.01167493798781044,"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."}}