{"id":"W4401661449","doi":"10.48550/arxiv.2407.11202","title":"Actuation without production bias","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Ohio State University","keywords":"Production (economics); Business; Economics; Microeconomics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005692,0.0004405227,0.0006216274,0.0003453286,0.0007892813,0.001405318,0.0008775373,0.00106026,0.01181602],"category_scores_gemma":[0.003729625,0.0003604548,0.0005243824,0.0001922381,0.001598844,0.001776211,0.002478623,0.0008564179,0.001599524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250613,"about_ca_system_score_gemma":0.0006971336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502872,"about_ca_topic_score_gemma":0.0008484675,"domain_scores_codex":[0.9995414,0.00008250577,0.00002416022,0.0001434854,0.0001127219,0.00009576351],"domain_scores_gemma":[0.9991139,0.0003109214,0.0001128836,0.0002331583,0.0001160299,0.0001131651],"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":[0.0002870822,0.0001530222,0.006902998,0.0003265703,0.000128726,0.001460477,0.0009677171,0.2419645,0.09106157,0.5662445,0.008529456,0.08197326],"study_design_scores_gemma":[0.00009896447,0.0001906321,0.002902583,0.00005416128,0.0000482031,0.000646583,0.0003031708,0.7511738,0.007260243,0.215998,0.02124482,0.00007881231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2487194,0.001002231,0.5850691,0.003986859,0.001116758,0.0001778214,0.0005699727,0.001574205,0.1577837],"genre_scores_gemma":[0.9637287,0.0002760658,0.01379075,0.0005161915,0.0001200819,0.00009863795,0.0001056714,0.0001748369,0.02118915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01181602,"threshold_uncertainty_score":0.03952855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143369584529199,"score_gpt":0.2376170947341313,"score_spread":0.0942475102049323,"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."}}