{"id":"W4232005799","doi":"10.5840/symposium200610127","title":"A Note on Peer Review","year":2006,"lang":"en","type":"article","venue":"Symposium","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":1,"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":[0.0003073589,0.00006742596,0.0001343338,0.00005399977,0.00006524717,0.00001493556,0.00005733886,0.00004215443,0.0003503059],"category_scores_gemma":[0.00003992231,0.0000660643,0.00005883493,0.0001016145,0.00001230163,0.00006729418,0.00001173151,0.00006035023,0.002768087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000390763,"about_ca_system_score_gemma":0.000008486208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006988199,"about_ca_topic_score_gemma":0.000003406799,"domain_scores_codex":[0.9993988,0.000007677779,0.000256833,0.0001680481,0.00006734575,0.000101257],"domain_scores_gemma":[0.9996272,0.00003348395,0.0001212138,0.0001340686,0.00006347908,0.00002050281],"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":[0.00001408186,0.00006346567,0.008708211,0.0001044579,0.000004542218,0.000001131119,0.00001679545,0.0001212895,0.0001153676,0.8257137,0.1647495,0.0003874193],"study_design_scores_gemma":[0.0001545067,0.00002510665,0.09862174,0.0001988937,0.0000029231,0.000001604594,4.090189e-7,0.000260773,0.00009676353,0.0649089,0.8355949,0.0001334864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01714481,0.005346609,0.0005082415,0.09579906,0.001296701,0.0003187113,0.0001692661,0.0000801163,0.8793365],"genre_scores_gemma":[0.9126421,0.0001956393,0.0005513072,0.003883556,0.0004968217,0.00001297587,0.000243047,0.00001632121,0.08195823],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8954973,"threshold_uncertainty_score":0.9980084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02744306119299569,"score_gpt":0.2633621300989093,"score_spread":0.2359190689059136,"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."}}