{"id":"W1438660855","doi":"10.4103/2156-7514.161848","title":"Novel Method to Improve Radiologist Agreement in Interpretation of Serial Chest Radiographs in the ICU","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Imaging Science","topic":"Radiology practices and education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Medicine; Radiography; Kappa; Radiology; Cohen's kappa; Prospective cohort study; Institutional review board; Intensive care unit; Nuclear medicine; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02499538,0.00006148176,0.0003447386,0.00032567,0.00002012446,0.00002728307,0.0003450986,0.00003454716,0.000002871743],"category_scores_gemma":[0.01050086,0.00003683305,0.00009010232,0.0007279371,0.0003748365,0.000405132,0.00002888716,0.0004031408,0.000001324498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007775453,"about_ca_system_score_gemma":0.0006461985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001187007,"about_ca_topic_score_gemma":0.00001088651,"domain_scores_codex":[0.997978,0.0002778815,0.001055362,0.0001641902,0.0003631284,0.0001614269],"domain_scores_gemma":[0.9977508,0.0009089462,0.0006963981,0.0001777593,0.0003192795,0.0001468369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001908592,0.001004545,0.7362902,0.00002178394,0.00002538035,0.00003794579,0.007581952,0.001398974,0.0481292,0.0001643165,0.0009859464,0.2024511],"study_design_scores_gemma":[0.002848322,0.001291549,0.9758436,0.0001574924,0.00005750954,0.0005604776,0.0046246,0.01267971,0.0005388506,0.000425574,0.0008985391,0.00007379096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451186,0.0001114875,0.0345575,0.01779265,0.001670231,0.0001917857,5.064979e-7,0.000001636152,0.0005555829],"genre_scores_gemma":[0.9158667,0.00002220236,0.08251555,0.00129765,0.0002861034,0.000001954673,2.505924e-7,0.000002122599,0.00000741523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395534,"threshold_uncertainty_score":0.9978341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277822519702402,"score_gpt":0.5125736120374897,"score_spread":0.3847913600672496,"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."}}