{"id":"W4237208038","doi":"10.5840/symposium20059114","title":"A Note on Peer Review","year":2005,"lang":"en","type":"article","venue":"Symposium","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[],"category_scores_codex":[0.0003639997,0.00006753059,0.0001345195,0.00005366364,0.0000628512,0.00001324831,0.00006656841,0.00004236865,0.000703875],"category_scores_gemma":[0.00007133146,0.00006599889,0.00005843025,0.0000884254,0.00001108398,0.0001001273,0.00001396905,0.00007199681,0.006450273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005226951,"about_ca_system_score_gemma":0.000009530686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008521265,"about_ca_topic_score_gemma":0.000002034884,"domain_scores_codex":[0.9994044,0.000007667231,0.0002487992,0.0001687671,0.00006737425,0.0001030452],"domain_scores_gemma":[0.9996123,0.00003343795,0.000111884,0.0001460217,0.00006116893,0.00003512979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003405206,0.0001234313,0.005167459,0.0001631627,0.00001562116,9.418359e-7,0.0001561098,0.0003062365,0.0001393996,0.7599795,0.2262271,0.007686936],"study_design_scores_gemma":[0.0001307034,0.00002198689,0.0191405,0.0001666858,0.000002326657,0.000001427482,5.362606e-7,0.0005453789,0.00008325384,0.007378425,0.9724222,0.0001065675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01333898,0.006794497,0.0004107236,0.3142094,0.001083166,0.0003451897,0.0001404661,0.00008523718,0.6635924],"genre_scores_gemma":[0.906404,0.0006877503,0.001436996,0.01393313,0.0007315931,0.00001462202,0.0001208564,0.00001842236,0.07665261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.893065,"threshold_uncertainty_score":0.9943233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608977552025931,"score_gpt":0.2812001844587326,"score_spread":0.2451104089384733,"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."}}