{"id":"W2572030640","doi":"10.1007/s00330-017-4739-6","title":"Ultralow dose CT for pulmonary nodule detection with chest x-ray equivalent dose – a prospective intra-individual comparative study","year":2017,"lang":"en","type":"article","venue":"European Radiology","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Nodule (geology); Nuclear medicine; Radiology; Lung cancer; Effective dose (radiation); Neuroradiology; Interventional radiology; Lung; Solitary pulmonary nodule; Prospective cohort study; Computed tomography; Internal 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":[0.003458258,0.0006847846,0.0008553906,0.0006243418,0.0004608108,0.0007343485,0.0006757826,0.001006701,0.002096779],"category_scores_gemma":[0.004853461,0.0005187846,0.0007044291,0.00049517,0.001204368,0.001113167,0.00062791,0.0007476357,0.0005793905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004220321,"about_ca_system_score_gemma":0.0002647159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005632752,"about_ca_topic_score_gemma":0.0003799988,"domain_scores_codex":[0.9974234,0.001261428,0.0001538938,0.0006647589,0.0003249161,0.0001716157],"domain_scores_gemma":[0.9944929,0.002937651,0.0005859162,0.001102037,0.0005009633,0.000380574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3338165,0.02742847,0.457065,0.0004136283,0.00182077,0.0009774767,0.002614971,0.002645147,0.07772468,0.0005212873,0.0003231753,0.09464893],"study_design_scores_gemma":[0.00319948,0.1310836,0.8377293,0.00005159436,0.001499496,0.001888312,0.001253006,0.005157926,0.01602039,0.0003972972,0.001560783,0.0001586069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984626,0.0003385304,0.0007393676,0.000007036509,0.000007112164,0.00005162462,0.00002820093,0.000006281577,0.0003592451],"genre_scores_gemma":[0.9989215,0.0001043502,0.000528255,0.00001617313,0.00001790494,0.00003699461,0.00005183621,0.000009289378,0.0003137823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003458258,"threshold_uncertainty_score":0.01828927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030139295633002,"score_gpt":0.2714941255111796,"score_spread":0.2411927325548496,"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."}}