{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009878231,0.00006697496,0.0001331129,0.00007336344,0.00006563333,0.00001058352,0.00006387738,0.00004940873,0.0003428728],"category_scores_gemma":[0.0001057795,0.0000656819,0.00005778073,0.0001245642,0.00001307859,0.00006679968,0.00001369666,0.00007804827,0.002708371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004788191,"about_ca_system_score_gemma":0.000008266997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001536368,"about_ca_topic_score_gemma":0.000002839025,"domain_scores_codex":[0.9993318,0.000005352697,0.0002885398,0.0001675849,0.00007598717,0.0001307701],"domain_scores_gemma":[0.9995489,0.0000644313,0.0001266978,0.000141874,0.00007518333,0.000042917],"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":[0.00006358972,0.00009482655,0.0146275,0.0001972189,0.00001439101,0.000004160655,0.0001378724,0.00003040267,0.0002422354,0.9038294,0.07705257,0.003705844],"study_design_scores_gemma":[0.0001640591,0.00003925059,0.1155751,0.0002434286,0.000002930012,0.000002437836,0.000001699264,0.00008659454,0.000200832,0.0206378,0.8629026,0.0001432332],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02308446,0.004912925,0.002727949,0.07236024,0.002181113,0.0003909195,0.0001013721,0.00008696558,0.8941541],"genre_scores_gemma":[0.9474604,0.0003114886,0.0008614454,0.007820906,0.0004102315,0.000004753063,0.0001059031,0.00001683064,0.04300804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.924376,"threshold_uncertainty_score":0.9980682,"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."}}