{"id":"W2028112077","doi":"10.1097/rti.0b013e3181ced052","title":"Reexpansion Pulmonary Edema","year":2010,"lang":"en","type":"article","venue":"Journal of Thoracic Imaging","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Paul's Hospital; Vancouver General Hospital","funders":"","keywords":"Medicine; Atelectasis; Pneumothorax; Radiology; Pulmonary edema; Pleural effusion; Edema; Lung; Effusion; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003308757,0.0001013389,0.0002288294,0.0001577272,0.0000695869,0.00002174013,0.0001112932,0.00003258462,0.000219721],"category_scores_gemma":[0.0001805107,0.00007050562,0.0001869014,0.0001240239,0.00005013869,0.0003204988,0.00003315509,0.0004762904,0.00002990563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001696365,"about_ca_system_score_gemma":0.0001054601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004377127,"about_ca_topic_score_gemma":4.079458e-7,"domain_scores_codex":[0.9990662,0.00002859955,0.0003302667,0.00009218779,0.0003116941,0.0001709937],"domain_scores_gemma":[0.9991432,0.00004976881,0.0002154275,0.0001566698,0.0001977017,0.0002372651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007333889,0.0002519445,0.1384043,0.0001121632,0.00002935149,0.004164542,0.00005008581,0.000002657983,0.4879573,0.00001823154,0.004496252,0.3637798],"study_design_scores_gemma":[0.001092175,0.0004202737,0.7174211,0.001748986,0.0009062946,0.09328255,0.0007145531,0.005249758,0.05448813,0.004217449,0.1198468,0.0006119067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852085,0.001231462,0.0001147386,0.007179754,0.0007673109,0.000060818,0.000002408054,0.00002208932,0.005412962],"genre_scores_gemma":[0.9947821,0.0000560869,0.002510126,0.0007699442,0.001050924,5.436149e-7,0.000003255374,0.00001481141,0.0008121391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5790168,"threshold_uncertainty_score":0.2875136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404157960804112,"score_gpt":0.3237173183081436,"score_spread":0.3096757387001025,"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."}}