{"id":"W4210898648","doi":"10.1093/ofid/ofac043","title":"Community-Acquired Pneumonia in Canada During Coronavirus Disease 2019","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Manitoba; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Community-acquired pneumonia; Coronavirus disease 2019 (COVID-19); Etiology; Pneumonia; Context (archaeology); Intensive care medicine; Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Disease; Family medicine; Pathology; Infectious disease (medical specialty); Outbreak; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001233672,0.000239816,0.0003901514,0.0001885872,0.001686105,0.00007578256,0.0003923505,0.00002556993,0.001094833],"category_scores_gemma":[0.00009366118,0.0002496209,0.0001220717,0.0005120844,0.00006615755,0.000238863,0.000978953,0.000459764,0.00003199916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002064825,"about_ca_system_score_gemma":0.003017616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7604783,"about_ca_topic_score_gemma":0.7603661,"domain_scores_codex":[0.998069,0.0004026745,0.0003511316,0.0002955351,0.0003698332,0.0005118575],"domain_scores_gemma":[0.9985492,0.00008190915,0.0001187282,0.0006600374,0.00004826964,0.0005418446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002293323,0.0009881892,0.992474,0.00005986316,0.00006511322,0.0005582674,0.00005760313,0.001282208,0.001523132,0.0001022411,0.001856365,0.0008036454],"study_design_scores_gemma":[0.00243499,0.0002375605,0.9687463,0.0000477715,0.0001056154,0.0001272591,0.000847249,0.00007359933,0.00003838688,0.0002171242,0.02682747,0.0002966731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908599,0.0002943724,9.922773e-7,0.001719569,0.0005354361,0.001028098,0.0006008001,0.0001000194,0.004860761],"genre_scores_gemma":[0.9944525,0.0000306704,6.389741e-7,0.003410894,0.00003230095,0.0006339302,0.0001906679,0.00004905272,0.001199356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0249711,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02155251040458937,"score_gpt":0.2903788131580252,"score_spread":0.2688263027534358,"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."}}