{"id":"W2023686316","doi":"10.14430/arctic4158","title":"2011 Manuscript Reviewers","year":2011,"lang":"en","type":"article","venue":"ARCTIC","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003441254,0.00008340552,0.000214767,0.00008498401,0.00007674644,0.00001931229,0.0001791372,0.00002672939,0.04974081],"category_scores_gemma":[0.00004563832,0.00009148429,0.00009033454,0.00005923206,0.00007777671,0.0001725768,0.00006629909,0.00005153957,0.16208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004057888,"about_ca_system_score_gemma":0.000003683507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007458672,"about_ca_topic_score_gemma":0.00001338447,"domain_scores_codex":[0.9991927,0.000004135735,0.0002842078,0.0002924077,0.00001327792,0.0002133361],"domain_scores_gemma":[0.9995124,0.000008369431,0.0001230946,0.0002856447,0.0000146936,0.00005584293],"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":[0.00001119169,0.0001064542,0.1022149,0.00006248271,0.0001408798,0.000009116116,0.002923866,0.000001111588,0.000002213617,0.5085651,0.3848226,0.001140098],"study_design_scores_gemma":[0.0002728665,0.00003246457,0.04376488,0.00001494249,0.00001123625,0.0000037082,0.0003013721,0.00004223606,0.00002060211,0.03786679,0.9174077,0.0002612218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00873676,0.003531434,0.00004518229,0.0001259605,0.003068386,0.0001021755,0.00004485346,0.00003528858,0.98431],"genre_scores_gemma":[0.6903958,0.001033009,0.001002592,0.0007504169,0.00007309188,0.00001728041,0.000003337032,0.00001512319,0.3067094],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.681659,"threshold_uncertainty_score":0.9511278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237807383037981,"score_gpt":0.1996285798398202,"score_spread":0.07584784153602207,"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."}}