{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001585077,0.0001142403,0.0002025669,0.0002115664,0.0002460293,0.00001472682,0.0001087237,0.00004382803,0.0005395461],"category_scores_gemma":[0.00008806908,0.0001037566,0.00004185705,0.0001728259,0.00005342653,0.0001609971,0.000006062699,0.0003544577,0.00001217796],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182858,"about_ca_system_score_gemma":0.02765704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9888993,"about_ca_topic_score_gemma":0.9988872,"domain_scores_codex":[0.9988463,0.0001186601,0.0002564267,0.0001354738,0.0002299676,0.0004131553],"domain_scores_gemma":[0.997561,0.00002668818,0.00005416862,0.0001418916,0.00008477816,0.002131472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007171998,0.00001279655,0.9649518,0.000006739155,0.000009381032,0.02666135,0.000062745,0.00001627974,0.0002321038,0.000008695116,0.005686717,0.002279656],"study_design_scores_gemma":[0.0006219032,0.0000838553,0.9192946,0.00006095105,0.00001122491,0.005991689,0.0002598477,0.00003331027,0.0000410082,0.0000188445,0.07345526,0.0001275231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949221,0.001810497,3.67005e-7,0.0005157203,0.0001685771,0.00007519827,0.00003259334,0.000006375501,0.002468599],"genre_scores_gemma":[0.990063,0.00003005896,0.00001984628,0.009353708,0.0003925929,0.000001745706,0.000006848784,0.00001502021,0.0001171874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06776854,"threshold_uncertainty_score":0.9778553,"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."}}