{"id":"W4362523400","doi":"10.1177/08465371231166381","title":"Optimizing Outpatient Oral Contrast Use in Abdominal CT–A Radiology Pandemic Response Initiative to Reduce Patient Time in the Waiting Room and Reduce Costs, While Improving Patient Experience","year":2023,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Psychological intervention; Emergency medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002673037,0.0001898611,0.0004690688,0.0008652286,0.0002070196,0.00009269734,0.0001545407,0.0001155268,0.00002103257],"category_scores_gemma":[0.007225226,0.0001629439,0.00006959217,0.0006800719,0.00007853944,0.0003236182,0.00003156691,0.00064568,0.000006310281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003375209,"about_ca_system_score_gemma":0.0007888544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004047212,"about_ca_topic_score_gemma":0.004090014,"domain_scores_codex":[0.9966777,0.001212548,0.0008368045,0.0003069812,0.0003171433,0.0006488308],"domain_scores_gemma":[0.9974213,0.001253141,0.0006169169,0.0001615921,0.000191301,0.0003557506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00182318,0.0001136521,0.7793716,0.00001963177,0.0001200838,0.001249106,0.09146895,0.003846646,0.01960216,0.00003265496,0.01096038,0.091392],"study_design_scores_gemma":[0.003355295,0.001244439,0.9504647,0.0003786845,0.00004240191,0.001297191,0.02655286,0.01344076,0.001016657,0.00001819869,0.001822292,0.0003665569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995532,0.0001737923,0.00002460406,0.003278939,0.0002286034,0.0005894601,0.0000475997,0.00001733399,0.0001076664],"genre_scores_gemma":[0.9976917,0.00008820902,0.0003859448,0.001622338,0.00007693746,0.00004612208,0.0000287153,0.00001738881,0.00004262449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1710931,"threshold_uncertainty_score":0.8826054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03602728442952055,"score_gpt":0.2864011558183527,"score_spread":0.2503738713888322,"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."}}