{"id":"W4383896505","doi":"10.36510/learnland.v16i1.1108","title":"Review Board (Vol. 16)","year":2023,"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":"","funders":"","keywords":"On board; Engineering; Aerospace engineering","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":[0.0006714037,0.0001016266,0.0003248627,0.000144107,0.0001754251,0.00005572652,0.0001624828,0.00003726792,0.01219329],"category_scores_gemma":[0.0003550354,0.0001061666,0.0001118619,0.0003355123,0.00002674669,0.0001097611,0.0001023931,0.0001229762,0.09768844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002961881,"about_ca_system_score_gemma":0.000004888896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004939992,"about_ca_topic_score_gemma":0.000007131687,"domain_scores_codex":[0.9990417,0.000009970829,0.0002987217,0.0003441643,0.00002279523,0.0002826513],"domain_scores_gemma":[0.9995561,0.00004762727,0.0001509394,0.0001736975,0.0000210245,0.00005063495],"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":[0.000001725508,0.000006423802,0.02328448,0.0001124255,0.000035785,0.000002038054,0.0001779761,0.0001138888,5.801285e-7,0.007324523,0.9678015,0.001138698],"study_design_scores_gemma":[0.0001532378,0.00001392007,0.001993312,0.00009237873,0.000005231978,6.468613e-7,0.0001803912,0.0006069693,0.000001807006,0.001305017,0.9954998,0.0001472557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01142684,0.04567016,0.00007581395,0.001445139,0.003101904,0.000175616,0.00005370104,0.0004589781,0.9375919],"genre_scores_gemma":[0.1273437,0.0488893,0.00006832532,0.001272545,0.0003115151,0.00004295086,0.00006335844,0.00003171725,0.8219765],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1159169,"threshold_uncertainty_score":0.9887097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03624306563345051,"score_gpt":0.2273117086279259,"score_spread":0.1910686429944754,"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."}}