{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01550132,0.001581776,0.003509283,0.005827969,0.008669156,0.01227512,0.006279149,0.03579808,0.1356936],"category_scores_gemma":[0.1350757,0.001149691,0.002948594,0.003529571,0.002333613,0.007287166,0.004423335,0.018626,0.1519571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004805744,"about_ca_system_score_gemma":0.0133783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007813271,"about_ca_topic_score_gemma":0.01804261,"domain_scores_codex":[0.9747253,0.002969194,0.002711054,0.002198653,0.0147354,0.002660342],"domain_scores_gemma":[0.8108914,0.02177921,0.004318764,0.01371201,0.1386858,0.01061289],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000472342,0.00003106392,0.00009474823,0.0001168182,0.00000708668,0.0002142419,0.00005303997,0.00002341985,0.0003675966,0.001318429,0.9884719,0.009254456],"study_design_scores_gemma":[0.00003599926,0.00003006423,0.001200659,0.0002161934,0.00001582908,0.0001245019,0.0001688257,0.000208381,0.0003123588,0.001872679,0.9957744,0.00004002343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001576895,0.003583157,0.001825926,0.2568528,0.6274834,0.001674618,0.001208839,0.00121254,0.1045818],"genre_scores_gemma":[0.007405694,0.00202244,0.002647749,0.09168091,0.1031402,0.001478717,0.000863403,0.0006558228,0.790105],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9844987,"threshold_uncertainty_score":0.4539402,"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."}}