{"id":"W2891331456","doi":"10.1016/j.jvir.2018.04.027","title":"Quality Improvement Standards for the Treatment of Pediatric Empyema","year":2018,"lang":"en","type":"review","venue":"Journal of Vascular and Interventional Radiology","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; SickKids Foundation; Hospital for Sick Children; BC Children's Hospital; University of Toronto","funders":"","keywords":"Medicine; Specialty; Scope (computer science); Evidence-based medicine; Quality (philosophy); Medical physics; Evidence-based practice; Clinical Practice; Scope of practice; Health care; Alternative medicine; Nursing; Family medicine; Pathology","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":[0.01258636,0.001106372,0.002678094,0.005575873,0.0006981319,0.002854287,0.003068527,0.002297888,0.002597696],"category_scores_gemma":[0.02672883,0.0004269654,0.001904016,0.005889019,0.001277891,0.002684843,0.001964251,0.002758748,0.0004026328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004121768,"about_ca_system_score_gemma":0.01473836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00866977,"about_ca_topic_score_gemma":0.009481372,"domain_scores_codex":[0.9930825,0.001670878,0.002087187,0.0005441702,0.002305574,0.0003095896],"domain_scores_gemma":[0.9783477,0.01180596,0.004425865,0.0004195949,0.004529875,0.0004710275],"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":[0.00007178432,0.000112965,0.001187177,0.08366723,0.0004458204,0.00009240595,0.0002016748,0.0006352403,0.0001712895,0.008667938,0.02233122,0.8824152],"study_design_scores_gemma":[0.0001262942,0.0002578966,0.0109265,0.3426187,0.002069715,0.001102483,0.0007512606,0.0007565865,0.0005418496,0.009975716,0.630752,0.0001210792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000917319,0.9974514,0.0002314757,0.001596539,0.0002849707,0.00001697234,0.00003284787,0.000006279675,0.0002876946],"genre_scores_gemma":[0.002358625,0.9952969,0.001113965,0.0007982902,0.0002350785,0.00003945132,0.00008312146,0.000002325476,0.00007216506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01258636,"threshold_uncertainty_score":0.06656379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07973078993057722,"score_gpt":0.4191799850690639,"score_spread":0.3394491951384867,"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."}}