{"id":"W2032805525","doi":"10.1308/147363505x29014","title":"Balancing risk and quality","year":2005,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Risk analysis (engineering); Business; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004634647,0.00011113,0.0003720409,0.0000889826,0.0003232622,0.000002184225,0.0002821611,0.0001185618,0.001747913],"category_scores_gemma":[0.004715065,0.00008290585,0.00009257266,0.000166427,0.000220259,0.00002389745,0.000274489,0.0004389414,0.00003217072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005789998,"about_ca_system_score_gemma":0.0003062532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008535585,"about_ca_topic_score_gemma":0.0006590918,"domain_scores_codex":[0.9971064,0.001250939,0.000751102,0.0001767811,0.0004356179,0.0002791112],"domain_scores_gemma":[0.9955366,0.00280018,0.0007255171,0.0004799239,0.0003610467,0.00009669829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003155798,0.000202464,0.9776731,0.0003869146,0.00004628242,3.554985e-7,0.0009631734,0.00004411038,0.00009958545,0.000804125,0.01834719,0.001117137],"study_design_scores_gemma":[0.001178713,0.0000365944,0.7126974,0.0001426531,0.00003078895,8.441981e-7,0.002028537,0.00004036574,0.0004910462,0.00007793104,0.2832001,0.00007510307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973739,0.0005490693,0.000004630032,0.004029716,0.0002764855,0.0004828479,0.0004159224,0.00001021956,0.02049207],"genre_scores_gemma":[0.9851052,0.0001267332,0.0003241788,0.00007155396,0.00008578771,0.00001967395,0.0000030693,0.00001509167,0.01424873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649757,"threshold_uncertainty_score":0.9991646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668389135327382,"score_gpt":0.3811848301992122,"score_spread":0.3445009388459384,"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."}}