{"id":"W4389437467","doi":"10.36510/learnland.v14i1.1052","title":"Review Board","year":2021,"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":"Business","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":[0.0001020624,0.00005372482,0.00008530542,0.00001664202,0.00004265265,0.00001922135,0.00002944081,0.00002592948,0.02829062],"category_scores_gemma":[0.00005925351,0.00005300118,0.00003527793,0.00007520647,0.00000301426,0.00004338165,0.000007256859,0.0001286065,0.006664432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001311121,"about_ca_system_score_gemma":0.000007131523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.280944e-8,"about_ca_topic_score_gemma":0.000006118447,"domain_scores_codex":[0.9996297,0.00004178213,0.00008702292,0.00007435996,0.00008072879,0.00008638403],"domain_scores_gemma":[0.9998398,0.00001515438,0.000009981452,0.00007591473,0.00002983531,0.00002924455],"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":[0.000001368056,0.0000132411,0.002854869,0.001445249,0.00003952609,0.00001469913,0.0005420063,0.05081059,0.008430686,0.00002249772,0.8812969,0.0545284],"study_design_scores_gemma":[0.00009033958,0.000005531239,0.004035884,0.0003426917,0.00001374435,0.000006158145,0.00004019789,0.01040898,0.0001494748,0.0000124676,0.9848046,0.00008998198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4689028,0.1621673,0.005260519,0.002217703,0.003167471,0.0003130384,0.000003415421,0.004241033,0.3537268],"genre_scores_gemma":[0.8996361,0.06750182,0.001107553,0.00239165,0.001537691,0.00004157979,0.0002013616,0.00009092355,0.02749132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4307333,"threshold_uncertainty_score":0.994109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878480175097599,"score_gpt":0.262811666783779,"score_spread":0.244026865032803,"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."}}