{"id":"W2485835940","doi":"10.1016/b978-0-323-04107-2.50033-8","title":"Diagnosis and Treatment of Acute Pulmonary Edema","year":2009,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Restraint-Related Deaths","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pulmonary edema; Medicine; Edema; Intensive care medicine; Internal medicine; Lung","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":[0.0002122552,0.0006267987,0.0004517596,0.0008262371,0.0002300022,0.0005220681,0.0004779793,0.00098687,0.01742182],"category_scores_gemma":[0.0005771514,0.000154187,0.0002712138,0.0003540152,0.0003554244,0.0006933209,0.0005140187,0.002240466,0.008035833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166835,"about_ca_system_score_gemma":0.0005209948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132919,"about_ca_topic_score_gemma":0.003488468,"domain_scores_codex":[0.9999019,0.00001996914,0.000008100134,0.000007288484,0.00005255462,0.00001016021],"domain_scores_gemma":[0.9998864,0.00005854095,0.00001000074,0.000005231155,0.00002125264,0.0000185488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003683885,0.0001321237,0.0004435322,0.0003960198,0.000008955051,0.001633427,0.0001368338,0.0003319895,0.0007550386,0.007598539,0.4306909,0.5578359],"study_design_scores_gemma":[0.00002360029,0.00007816638,0.002225266,0.0007883893,0.000009809454,0.008482073,0.00007734409,0.0002657693,0.0002543368,0.006133968,0.981649,0.0000122077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002410044,0.4335962,0.009730748,0.01841037,0.01813127,0.000130284,0.0002515514,0.000275018,0.5170646],"genre_scores_gemma":[0.02174369,0.3362756,0.01106219,0.01124231,0.01860048,0.0002397755,0.0005706453,0.00009235561,0.6001729],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01742182,"threshold_uncertainty_score":0.05828178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053889402547151,"score_gpt":0.2685856374004294,"score_spread":0.2480467433749579,"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."}}