{"id":"W4400406593","doi":"10.36510/learnland.v17i1.1114","title":"Review Board","year":2024,"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":"Psychology","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":[0.0001470612,0.00005802849,0.00006813047,0.00004034916,0.00003101936,0.00004357166,0.00003383718,0.00002534038,0.01865833],"category_scores_gemma":[0.0000197144,0.00005063423,0.00003702652,0.0000825542,0.000003490463,0.00006602005,0.000004640625,0.0001596295,0.01825469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001700219,"about_ca_system_score_gemma":0.000004419986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.314075e-7,"about_ca_topic_score_gemma":0.000002271976,"domain_scores_codex":[0.9996591,0.00002260685,0.0000817119,0.00007648292,0.00007668355,0.00008343098],"domain_scores_gemma":[0.9998903,0.00001995084,0.000004157699,0.00005201124,0.000008345271,0.00002517823],"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":[5.503699e-7,0.00000214586,0.0001840231,0.002193485,0.00002406918,0.000004671382,0.0004330429,0.01949899,0.001231249,0.00003084312,0.9028118,0.07358518],"study_design_scores_gemma":[0.00002529378,0.000007320213,0.0005887324,0.0008561247,0.00001379791,0.000002943707,0.00001305332,0.0766449,0.00001311806,0.00001759778,0.9217472,0.00006989257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1812939,0.4803263,0.00890723,0.002227605,0.006817522,0.0005165887,0.00000450932,0.01443388,0.3054724],"genre_scores_gemma":[0.9466395,0.03808256,0.0001965797,0.0004607601,0.001327304,0.00003505847,0.00005242508,0.00006642667,0.01313942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7653455,"threshold_uncertainty_score":0.9825097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765678664662181,"score_gpt":0.2725237469498164,"score_spread":0.2548669603031946,"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."}}