{"id":"W4291281976","doi":"10.1016/j.ejrad.2022.110468","title":"Accounting for radiation exposure from previous CT exams while deciding on the next exam: What do referring clinicians think?","year":2022,"lang":"en","type":"article","venue":"European Journal of Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiation exposure; Medical physics; Radiation protection; Radiation dose; Family medicine; Radiology; Nuclear medicine","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":[0.01567748,0.0006953965,0.00197658,0.002011447,0.001829771,0.005783317,0.002473038,0.005773381,0.003355919],"category_scores_gemma":[0.1317783,0.0008464612,0.001428114,0.001244008,0.001912597,0.006446209,0.001359493,0.007306609,0.001716737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983804,"about_ca_system_score_gemma":0.00509555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01221919,"about_ca_topic_score_gemma":0.01898789,"domain_scores_codex":[0.9925798,0.003283991,0.001507086,0.0005991646,0.001520964,0.0005090343],"domain_scores_gemma":[0.9382377,0.04314736,0.005721188,0.001300672,0.008092619,0.003500377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006423892,0.0006272916,0.4039281,0.002831089,0.0009060016,0.006809959,0.01795652,0.002254936,0.001691382,0.002195621,0.09733978,0.462817],"study_design_scores_gemma":[0.0004049414,0.001528276,0.4478313,0.03918957,0.003794052,0.06407651,0.1435474,0.02050926,0.004947127,0.04532973,0.2275121,0.001329717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3176251,0.1329938,0.03303956,0.4793351,0.008873536,0.0005452147,0.0007953272,0.0007904429,0.02600181],"genre_scores_gemma":[0.821745,0.04915265,0.06481962,0.05358407,0.007467238,0.0002431399,0.0004775175,0.00051243,0.00199829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01567748,"threshold_uncertainty_score":0.08291143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06661634606298307,"score_gpt":0.2905995821512676,"score_spread":0.2239832360882845,"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."}}