{"id":"W2002736288","doi":"10.1016/j.jacr.2014.07.022","title":"Monitoring of Clinical Imaging Guidelines Part 3: Norms, Standards, and Regulations†","year":2015,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada; Canadian Nuclear Safety Commission","funders":"World Health Organization","keywords":"Audit; Modality (human–computer interaction); Risk analysis (engineering); Quality (philosophy); Quality assurance; Medicine; Medical physics; Business; Accounting; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1121872,0.0007471962,0.001188261,0.0080247,0.002985894,0.01061584,0.003891465,0.008195189,0.00528287],"category_scores_gemma":[0.2103153,0.001298676,0.001652036,0.005595555,0.002842969,0.003256078,0.00241419,0.006747559,0.007151617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006499628,"about_ca_system_score_gemma":0.05518296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0234245,"about_ca_topic_score_gemma":0.02575761,"domain_scores_codex":[0.8550221,0.04909638,0.03047131,0.003548287,0.05723208,0.004629768],"domain_scores_gemma":[0.6122493,0.1048314,0.0446473,0.02013984,0.2092053,0.008926832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002997011,0.001127819,0.02948184,0.00140453,0.0001375948,0.000470005,0.003742421,0.003133921,0.007414744,0.07746432,0.6118335,0.2634897],"study_design_scores_gemma":[0.0001416624,0.0003736212,0.04053358,0.004422453,0.0001634414,0.0008711477,0.001471306,0.004476612,0.01043425,0.01470882,0.9221329,0.0002703881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04366645,0.01498996,0.2072916,0.1246888,0.008750674,0.02046201,0.01940517,0.008793432,0.5519519],"genre_scores_gemma":[0.179681,0.01340069,0.5876984,0.07024552,0.003642117,0.02513212,0.02434026,0.002354095,0.09350584],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1121872,"threshold_uncertainty_score":0.5933099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0695103603500384,"score_gpt":0.4118570791879169,"score_spread":0.3423467188378785,"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."}}