{"id":"W2169186742","doi":"10.1053/j.sempedsurg.2007.10.007","title":"Respiratory infections: Pneumonia, lung abscess, and empyema","year":2007,"lang":"en","type":"review","venue":"Seminars in Pediatric Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Medicine; Lung abscess; Empyema; Pneumonia; Etiology; Intensive care medicine; Lung; Abscess; Population; Bacterial pneumonia; Lung infection; Respiratory disease; Presentation (obstetrics); Pediatrics; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002039433,0.0006535053,0.003047813,0.002357081,0.000102217,0.00003446186,0.0001112945,0.0006434362,0.00007703518],"category_scores_gemma":[0.002574928,0.0005873413,0.0005981551,0.002007706,0.0001314517,0.0001006646,0.0002113377,0.0009260854,0.0001068792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003673372,"about_ca_system_score_gemma":0.0008597954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002475156,"about_ca_topic_score_gemma":0.00004029999,"domain_scores_codex":[0.9963435,0.0002087443,0.001594312,0.0007093374,0.0004983624,0.0006457485],"domain_scores_gemma":[0.9928827,0.005704862,0.0004865606,0.0005701323,0.0001042222,0.0002514765],"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":[0.000006797383,0.0001286434,0.1171792,0.03620755,0.0001204522,0.0007780729,0.00007879872,2.110305e-8,3.811716e-8,0.000003116503,0.01256834,0.832929],"study_design_scores_gemma":[0.0002014667,0.0000371495,0.01095268,0.01263162,0.002168561,0.0002523459,0.00004153842,9.468962e-7,8.171543e-8,0.00001683549,0.9731066,0.0005901466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004767933,0.9899268,0.000002381667,0.0000220628,0.0009977237,0.001010073,0.00002561534,0.000118705,0.003128747],"genre_scores_gemma":[0.0001538239,0.9972891,0.00003528183,0.0001110602,0.00140412,0.0002570647,0.00003800214,0.0001157803,0.0005957284],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9605383,"threshold_uncertainty_score":0.9996578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834804749034865,"score_gpt":0.3607015156381002,"score_spread":0.3023534681477515,"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."}}