{"id":"W4408984956","doi":"10.1002/ev.20499","title":"Issue Information","year":2024,"lang":"en","type":"paratext","venue":"New Directions for Evaluation","topic":"Human auditory perception and evaluation","field":"Engineering","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; Process management; Knowledge management; Business","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006517385,0.0002961646,0.0002335258,0.0006627995,0.0001666727,0.0002732248,0.0001089957,0.0004134207,0.1460754],"category_scores_gemma":[0.0001064406,0.0003309269,0.0001886652,0.0003543648,0.00001587644,0.000638563,0.00001206675,0.00029842,0.4326322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008679677,"about_ca_system_score_gemma":0.000304518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007118152,"about_ca_topic_score_gemma":0.0000421457,"domain_scores_codex":[0.9984283,0.00005437043,0.0004990349,0.0002228159,0.0005749363,0.000220494],"domain_scores_gemma":[0.9991249,0.00004952657,0.00008352076,0.0002726124,0.0003745233,0.00009495992],"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":[0.000003857419,0.000004585076,5.0597e-8,0.0002188041,0.00005909704,9.718915e-9,0.0004664145,0.03625995,0.00008429062,0.0000070226,0.7934582,0.1694377],"study_design_scores_gemma":[0.0004155668,0.00002895138,0.00001934508,0.0001005858,0.0002803258,0.000001534043,0.00005436628,0.1900674,0.0001453637,0.0003714117,0.8082493,0.0002658295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003247373,0.004371213,0.06389365,0.0005420134,0.1270475,0.003896539,0.0004376132,0.001577794,0.7979089],"genre_scores_gemma":[0.00111151,0.0015387,0.001392232,0.0001913873,0.01371577,0.002220359,0.01617183,0.0001939756,0.9634643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2865568,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557066694896771,"score_gpt":0.3392324957230581,"score_spread":0.3036618287740904,"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."}}