{"id":"W2328716528","doi":"10.1016/j.cjca.2013.07.240","title":"Quantification of the Determinants of Radiation Reduction in the Cardiac Catheterization Laboratory Using the Novel Eco™ System","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Manitoba","funders":"","keywords":"Medicine; Cardiac catheterization; Radiation protection; Radiation dose; Radiation; Reduction (mathematics); Radiation exposure; Nuclear medicine; Medical physics; Radiology; Cardiology; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001165547,0.0004114527,0.0004790519,0.0007067049,0.0001671383,0.0008973842,0.0004865032,0.0005907265,0.00102642],"category_scores_gemma":[0.00400825,0.0002873309,0.0003380103,0.0005829736,0.0002410302,0.0004844165,0.0004689767,0.0003983422,0.0002879962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005282474,"about_ca_system_score_gemma":0.0005994262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075567,"about_ca_topic_score_gemma":0.002566624,"domain_scores_codex":[0.9991022,0.0002945002,0.00004069934,0.0001929404,0.0002910276,0.00007851118],"domain_scores_gemma":[0.9966126,0.00159746,0.0007241509,0.0001671376,0.0007690714,0.0001296806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004536366,0.0004078492,0.7272232,0.0003074164,0.0002957988,0.0002349195,0.0003625651,0.01593653,0.1155801,0.0006683554,0.001009303,0.1334377],"study_design_scores_gemma":[0.00009054378,0.002804691,0.808982,0.00004422391,0.0005439743,0.0008228518,0.0002163928,0.1222754,0.06182169,0.0003315212,0.001968664,0.00009802468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696904,0.0006923461,0.02756872,0.0001457472,0.00002774698,0.00004310663,0.0002281346,0.0003248677,0.001279017],"genre_scores_gemma":[0.9883757,0.0001495587,0.01071909,0.00004061909,0.00002774047,0.00002290079,0.0002062727,0.00003648535,0.0004218549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002075567,"threshold_uncertainty_score":0.006164134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221600010533286,"score_gpt":0.2571903350223295,"score_spread":0.2349743349169966,"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."}}