{"id":"W2097110470","doi":"","title":"Investing In Civilization","year":2009,"lang":"en","type":"article","venue":"MPRA Paper","topic":"Geography and Education Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civilization; State (computer science); Expansive; Politics; Clothing; Political economy; Development economics; Economics; Political science; Economic system; Market economy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006685132,0.00002586352,0.00003450175,0.0000545625,0.0001275548,0.00002485831,0.00005397847,0.00003637182,0.0003055013],"category_scores_gemma":[0.0003977155,0.00002660846,0.00001414762,0.0004229944,0.00003187411,0.0001531918,0.000002375535,0.00004521019,0.00001699217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001367695,"about_ca_system_score_gemma":0.00004706333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005781068,"about_ca_topic_score_gemma":0.001379263,"domain_scores_codex":[0.9994951,0.0001579495,0.0000702625,0.0000710533,0.00008786704,0.0001177143],"domain_scores_gemma":[0.9998225,0.00005047951,0.00001806977,0.00005032873,0.00002092732,0.00003771595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004893553,0.0001571542,0.405324,0.000006211738,0.000003019118,0.000002011214,0.09695539,0.0001870699,0.002778052,0.2276238,0.00422817,0.2627301],"study_design_scores_gemma":[0.00008399115,0.00001130208,0.7773225,0.00001418081,0.000001947594,1.425823e-7,0.004653153,0.00001476154,0.0000476395,0.03216155,0.185608,0.00008081131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5044646,0.000174997,0.0002287773,0.009034413,0.0003067754,0.00008987971,1.406815e-7,0.00005840285,0.485642],"genre_scores_gemma":[0.992871,0.00003339169,0.004235238,0.001922863,0.0001275068,0.000002632089,0.000001018805,0.000001354969,0.0008050342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4884064,"threshold_uncertainty_score":0.3345025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900762515353103,"score_gpt":0.3860068399673509,"score_spread":0.3469992148138198,"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."}}