{"id":"W4283464457","doi":"10.36510/learnland.v15i1.1086","title":"Review Board (Vol. 15)","year":2022,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"On board; Geology; Remote sensing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007222082,0.00009448343,0.0003097992,0.00009814433,0.0004569228,0.00004026624,0.000218147,0.0000161955,0.06592747],"category_scores_gemma":[0.0001591335,0.0001084358,0.0001140437,0.0001820109,0.00002127262,0.00008520816,0.0002352443,0.0002153892,0.009551903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005045973,"about_ca_system_score_gemma":0.000007138507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005407755,"about_ca_topic_score_gemma":0.000003151217,"domain_scores_codex":[0.9990664,0.00002141704,0.0002996348,0.0003482283,0.00003143374,0.0002328519],"domain_scores_gemma":[0.9995335,0.00003276325,0.00020287,0.0001743849,0.00001441167,0.00004210381],"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":[0.000004652936,0.00002450283,0.02294387,0.00007081858,0.00004560051,0.000002923147,0.0003573242,0.0007959435,7.098085e-7,0.0113225,0.9636983,0.0007328021],"study_design_scores_gemma":[0.0001844089,0.00003258789,0.0005768548,0.00002092338,0.000005941795,0.000002333077,0.0003559768,0.00054465,6.81806e-7,0.0007044007,0.9974214,0.0001497747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009136111,0.1344152,0.00007077587,0.001330452,0.003732215,0.0002132793,0.000124013,0.0001616549,0.8508162],"genre_scores_gemma":[0.2817786,0.01355689,0.000171583,0.003578799,0.0002604761,0.0001443117,0.00005888896,0.00003634152,0.7004141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2726425,"threshold_uncertainty_score":0.9912193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02666657345743919,"score_gpt":0.2102531909710023,"score_spread":0.1835866175135631,"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."}}