{"id":"W4412072959","doi":"10.36510/learnland.vi29.1136","title":"Review Board","year":2025,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Editorial board; On board; Computer science; Business; Engineering; Library 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":[0.0001281512,0.0000541458,0.00008284298,0.0000455995,0.00004865571,0.00001562792,0.00004479229,0.00002721395,0.007403184],"category_scores_gemma":[0.00004301298,0.00005079616,0.00002980854,0.00009563825,0.000003986887,0.00003646686,0.000006886291,0.0001245327,0.003279782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001708406,"about_ca_system_score_gemma":0.000005175973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.858425e-7,"about_ca_topic_score_gemma":0.000004346753,"domain_scores_codex":[0.9996832,0.00002823432,0.0000904678,0.000064108,0.00005427268,0.0000797324],"domain_scores_gemma":[0.9998733,0.0000177102,0.000008804562,0.00006813564,0.00001560806,0.0000164354],"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":[0.000001464079,0.000004878752,0.002353806,0.001073121,0.0000241646,5.848238e-7,0.0001482451,0.02553674,0.0009567594,0.00004478,0.9240949,0.04576055],"study_design_scores_gemma":[0.00009375637,0.00000521263,0.006199636,0.0006165943,0.00001588531,3.729436e-7,0.00001989109,0.01689388,0.00002904804,0.00003110747,0.9760295,0.00006516097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1791562,0.08210484,0.01062895,0.002156071,0.003020912,0.0004945419,0.000001571655,0.004168435,0.7182685],"genre_scores_gemma":[0.9350957,0.02614785,0.0003560624,0.002264278,0.0004662692,0.00005442085,0.00004805013,0.00003578206,0.03553158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7559395,"threshold_uncertainty_score":0.9974963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309899874547415,"score_gpt":0.2709042999214735,"score_spread":0.2578053011759993,"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."}}