{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004890568,0.000391337,0.0004111079,0.0004931707,0.0002562462,0.0004862093,0.0003468705,0.0004740788,0.0021621],"category_scores_gemma":[0.00261283,0.0001219662,0.0002377898,0.0002872808,0.0003628375,0.0004500667,0.000308336,0.000397558,0.0004209956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986833,"about_ca_system_score_gemma":0.0002476075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006224618,"about_ca_topic_score_gemma":0.0005145033,"domain_scores_codex":[0.9995744,0.00007835354,0.00006349488,0.00007815965,0.00009811843,0.00010753],"domain_scores_gemma":[0.998422,0.0003348799,0.0008345154,0.00007177933,0.000167931,0.0001688924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002429872,0.00006948427,0.9701722,0.00006874172,0.00002849147,0.01750313,0.0001208344,0.00003968893,0.00247841,0.00005042622,0.0002163843,0.009009224],"study_design_scores_gemma":[0.00002940472,0.0004304438,0.821511,0.00008312301,0.00004400767,0.1745345,0.0002718348,0.0002138297,0.001325765,0.00005011117,0.001497922,0.000007955885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974541,0.001306667,0.000200155,0.00005327857,0.000007636072,0.0000269164,0.00006705331,0.000009146986,0.000875117],"genre_scores_gemma":[0.9990439,0.0002874181,0.0001610058,0.00007013869,0.00003797714,0.000008747063,0.0001754791,0.000002670773,0.0002127441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0021621,"threshold_uncertainty_score":0.007232964,"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."}}