{"id":"W2523250948","doi":"","title":"PREACHING THE CONTRARY VIRTUES","year":2008,"lang":"en","type":"article","venue":"Mediaeval Studies","topic":"Education, Management, Technology, Human Resources","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Philosophy; Aesthetics; Literature; Art","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002846178,0.0001637118,0.0003185337,0.0002058781,0.001137728,0.00008756462,0.001267491,0.00004938622,0.0001324236],"category_scores_gemma":[0.0139444,0.00008676068,0.00009312548,0.0004899016,0.00138822,0.0002066171,0.0005102681,0.0002208934,0.0004076945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004349603,"about_ca_system_score_gemma":0.00002672335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003025855,"about_ca_topic_score_gemma":0.0001578387,"domain_scores_codex":[0.9973763,0.0002929115,0.000477418,0.0004190072,0.001138064,0.0002962695],"domain_scores_gemma":[0.9951499,0.003537913,0.0003171814,0.0007160676,0.0002327394,0.00004621751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002367512,0.0001736047,0.3109036,0.00001472587,0.0004959077,0.00004398797,0.07584225,0.00005452367,0.00008588958,0.01169311,0.507479,0.09318978],"study_design_scores_gemma":[0.0003928958,0.00008412843,0.4107175,0.00002326926,0.00005357278,0.00002430668,0.0802361,0.00006669058,0.0002708029,0.1298533,0.3779991,0.000278309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958797,0.01390913,0.0001725579,0.01632387,0.001109517,0.0003174445,0.000002745595,0.0002064658,0.009161266],"genre_scores_gemma":[0.9917734,0.001236047,0.000265063,0.0008471069,0.0003921517,0.00007702228,8.748652e-7,0.00001090244,0.005397446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1294798,"threshold_uncertainty_score":0.9943616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2987202441682625,"score_gpt":0.4486026595494642,"score_spread":0.1498824153812017,"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."}}