{"id":"W4252747759","doi":"10.5840/symposium200711124","title":"A Note on Peer Review","year":2007,"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":"Computer science","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":[0.01704808,0.001622481,0.003510786,0.00594936,0.00868395,0.01346641,0.006472609,0.03659716,0.1423696],"category_scores_gemma":[0.1409697,0.001170966,0.003021392,0.003494869,0.002441843,0.007540036,0.004655969,0.01861864,0.159618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005020254,"about_ca_system_score_gemma":0.01444493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007143269,"about_ca_topic_score_gemma":0.01656352,"domain_scores_codex":[0.9713993,0.003344045,0.00300613,0.00244042,0.01691357,0.002896523],"domain_scores_gemma":[0.7958806,0.02226036,0.004828534,0.01435788,0.1506968,0.01197579],"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":[0.0000430751,0.00003045903,0.0000893425,0.0001179841,0.000006983099,0.0002020934,0.00004898026,0.00002224496,0.0003419915,0.001219697,0.9883677,0.009509472],"study_design_scores_gemma":[0.00003589565,0.00002980268,0.001123507,0.0002316445,0.00001531209,0.0001270077,0.0001684572,0.0002051202,0.0003041041,0.001877491,0.9958416,0.00004011964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001374325,0.003509884,0.001776065,0.2484823,0.6458753,0.00162,0.001113411,0.0011586,0.0950902],"genre_scores_gemma":[0.007454059,0.002169583,0.002780583,0.09563073,0.1126549,0.001535351,0.0008854029,0.0006820844,0.7762074],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9829519,"threshold_uncertainty_score":0.4762738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796491886710218,"score_gpt":0.2915656704656398,"score_spread":0.2536007515985376,"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."}}