{"id":"W146311908","doi":"10.1155/2008/975312","title":"Empyema: An Increasing Concern in Canada","year":2008,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Empyema; MEDLINE; General surgery; Family medicine; Surgery; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005589515,0.000247671,0.0003681344,0.001700106,0.002494152,0.001916485,0.0008910758,0.001106134,0.004817887],"category_scores_gemma":[0.002551401,0.0001803178,0.0003746263,0.005819659,0.001117261,0.0006679244,0.0009699031,0.001200943,0.0002611116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03423028,"about_ca_system_score_gemma":0.065698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988871,"about_ca_topic_score_gemma":0.9918998,"domain_scores_codex":[0.998724,0.00006742729,0.00006566189,0.0001091609,0.0007081067,0.0003254611],"domain_scores_gemma":[0.995294,0.0002124142,0.0008161436,0.00004000885,0.002151328,0.001486058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000119955,0.00009676952,0.8386999,0.001150304,0.00009323219,0.001410705,0.001527342,0.0002382434,0.0007415524,0.001432561,0.04787257,0.1066169],"study_design_scores_gemma":[0.00001448193,0.00003172616,0.9729246,0.0003720896,0.00003806315,0.0008670812,0.002521906,0.0003530371,0.00007652954,0.0002248912,0.02255214,0.00002338071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7254602,0.1056601,0.00085293,0.1176024,0.001012858,0.0001846872,0.01067267,0.0002472232,0.03830691],"genre_scores_gemma":[0.9294448,0.05168119,0.0009531319,0.009981441,0.0003048639,0.00003106967,0.002115103,0.00003636617,0.005452048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03423028,"threshold_uncertainty_score":0.2483593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05241292137114351,"score_gpt":0.2610499465005554,"score_spread":0.2086370251294118,"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."}}