{"id":"W4242954033","doi":"10.1017/s1049096518002007","title":"APSA Contributors","year":2018,"lang":"en","type":"article","venue":"PS Political Science & Politics","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; McGill University; Princeton University; Pfizer; Johns Hopkins University; Eli Lilly and Company","keywords":"Content (measure theory); Computer science; Action (physics); World Wide Web; Mathematics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001186889,0.0001636868,0.000336169,0.0002667687,0.0006685211,0.0002548012,0.0006414307,0.00006655297,0.004707299],"category_scores_gemma":[0.0010893,0.0001710908,0.00009948216,0.0003839185,0.00449473,0.000396636,0.0002843806,0.0001084831,0.03791725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000564848,"about_ca_system_score_gemma":0.0001394314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006838782,"about_ca_topic_score_gemma":0.000007866905,"domain_scores_codex":[0.9966658,0.000007346335,0.0005131583,0.0006583522,0.0001055519,0.002049817],"domain_scores_gemma":[0.99844,0.00007240251,0.0001139028,0.0004484285,0.0001518777,0.0007733327],"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":[0.000001176402,0.00003523076,0.008052515,0.000002911537,0.000008206333,0.000001236629,0.0002063081,2.356265e-7,0.00001085122,0.9807357,0.01091289,0.00003269455],"study_design_scores_gemma":[0.0004247867,0.0001168219,0.01962112,0.000008862702,0.000008846209,0.000009386775,0.0007357349,0.001138891,0.001174224,0.4236727,0.5526276,0.0004609826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1071499,0.00007746449,0.0004790032,0.001679804,0.003658365,0.0001194548,0.0004869869,0.00007999652,0.8862691],"genre_scores_gemma":[0.9553949,0.000004488646,0.0003720411,0.002117489,0.0006947927,0.00000603554,0.000002252442,0.000010579,0.04139739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8482451,"threshold_uncertainty_score":0.9982145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04381290632305589,"score_gpt":0.2618407573022609,"score_spread":0.218027850979205,"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."}}