{"id":"W4411428767","doi":"10.1002/ev.70000","title":"Issue Information","year":2025,"lang":"en","type":"paratext","venue":"New Directions for Evaluation","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consortium of International Agricultural Research Centers; Universiteit Stellenbosch; York University; W.K. Kellogg Foundation; University of Illinois at Urbana-Champaign; Western Michigan University; University of Bern; University of Connecticut; Inter-American Development Bank","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009511875,0.0001857178,0.0003972845,0.0006962733,0.0003149867,0.0002058579,0.0001679222,0.000220776,0.08401652],"category_scores_gemma":[0.0004032883,0.0002382117,0.0002078257,0.0003161319,0.00002856943,0.0005639774,0.00004680948,0.0001080736,0.2816287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004813141,"about_ca_system_score_gemma":0.0002213139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004811857,"about_ca_topic_score_gemma":0.00002334976,"domain_scores_codex":[0.9986656,0.00001215922,0.0006791655,0.0003750995,0.00005682946,0.0002111574],"domain_scores_gemma":[0.9988626,0.00006367939,0.0005154321,0.0003097421,0.0001991425,0.00004935187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008005067,0.00001410721,0.000005329225,0.00004949171,0.0001095056,3.597107e-9,0.0002700215,0.0005680877,1.015491e-7,0.004976966,0.9740316,0.01996678],"study_design_scores_gemma":[0.0008031294,0.00001954103,0.00003956122,0.00003162481,0.00006212598,1.758906e-7,0.0001357508,0.004068737,0.00001056758,0.003558435,0.9910526,0.0002177097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008258448,0.003679153,0.007045288,0.0005347903,0.04691822,0.001098044,0.002759277,0.00003835565,0.9379186],"genre_scores_gemma":[0.00006903357,0.0008503583,0.0005827263,0.0002323824,0.0007110856,0.0003963747,0.001870341,0.00001135917,0.9952763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1976121,"threshold_uncertainty_score":0.9713991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774558077803174,"score_gpt":0.2936837507158118,"score_spread":0.23593816993778,"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."}}