{"id":"W2073829276","doi":"10.1259/bjr.73.872.11026859","title":"A novel quality assurance method in a university teaching paediatric radiology department.","year":2000,"lang":"en","type":"article","venue":"British Journal of Radiology","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Quality assurance; Medicine; Medical physics; Image quality; Quality (philosophy); Quality management; Radiology; Reading (process); Radiography; Computer science; Operations management; Pathology; Artificial intelligence; Image (mathematics); Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009504522,0.000150123,0.0009081768,0.0002135458,0.0005893265,0.00000514837,0.0003963955,0.0005235678,0.0006677646],"category_scores_gemma":[0.001510548,0.0001765469,0.0001885882,0.0002802012,0.0001147421,0.0002094815,0.00004333543,0.002698338,0.000032245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467975,"about_ca_system_score_gemma":0.0007002463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003462119,"about_ca_topic_score_gemma":0.003145077,"domain_scores_codex":[0.9849909,0.01244375,0.001408205,0.0002819098,0.0001833805,0.0006918366],"domain_scores_gemma":[0.9942339,0.004464844,0.0007129477,0.0001880792,0.0001669713,0.0002332587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00357744,0.0009228153,0.5512144,0.0009226425,0.0003363545,0.004531327,0.009445729,0.001763568,0.0004945751,0.01148063,0.07101188,0.3442986],"study_design_scores_gemma":[0.006165091,0.0003851381,0.855097,0.0004081239,0.00004572831,0.0246526,0.002825898,0.0001218018,0.000001175441,0.001712086,0.1082678,0.0003175211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730262,0.005096851,0.01113942,0.005009097,0.001036585,0.0004335241,0.0001643485,0.00003511722,0.004058862],"genre_scores_gemma":[0.9445164,0.01066956,0.03861469,0.003344797,0.001392227,0.000007730288,0.00003081207,0.00003055706,0.001393199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3439811,"threshold_uncertainty_score":0.9996025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06383298637577155,"score_gpt":0.4226319012820555,"score_spread":0.3587989149062839,"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."}}