{"id":"W4220690966","doi":"10.1186/s12887-022-03235-z","title":"Etiology and the challenge of diagnostic testing of community-acquired pneumonia in children and adolescents","year":2022,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Hospital Universitario de San Vicente Fundación; Canada Research Chairs; Universidad de Antioquia; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Medicine; Mycoplasma pneumoniae; Etiology; Pneumonia; Streptococcus pneumoniae; Community-acquired pneumonia; Population; Sputum; Atypical pneumonia; Serology; Immunology; Tuberculosis; Internal medicine; Pathology; Microbiology; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00317023,0.0004327839,0.0003799466,0.001500566,0.0004219212,0.001176395,0.0008689169,0.0008779061,0.001003569],"category_scores_gemma":[0.009981534,0.0003003619,0.0002041864,0.0006959938,0.0007792157,0.0008713071,0.0005801495,0.001047732,0.0002356354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008801453,"about_ca_system_score_gemma":0.001503217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009255994,"about_ca_topic_score_gemma":0.007814421,"domain_scores_codex":[0.9984533,0.000577584,0.0001703383,0.0001540032,0.000345725,0.0002990887],"domain_scores_gemma":[0.9950412,0.001623272,0.001503633,0.0001392358,0.001003296,0.000689441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003609793,0.000021658,0.9907342,0.00004260752,0.000007748433,0.0006846004,0.0001141818,0.00003096138,0.0001283693,0.00005370196,0.0005217705,0.007624047],"study_design_scores_gemma":[0.000009166547,0.0001261869,0.983514,0.0004708654,0.00003611181,0.01006777,0.002734304,0.0008446021,0.0002387646,0.0002590129,0.001688403,0.00001084751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974103,0.0181567,0.0004450397,0.003477241,0.0001355416,0.00003590325,0.0002895079,0.00002378103,0.00333333],"genre_scores_gemma":[0.996326,0.002702961,0.0004731017,0.0001920944,0.00009138684,0.00001115051,0.0001156999,0.000003587671,0.00008409868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009255994,"threshold_uncertainty_score":0.01840425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449141962955348,"score_gpt":0.2616044796205605,"score_spread":0.237113059991007,"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."}}