{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005637745,0.00007089797,0.0002356166,0.0001379969,0.0001569835,0.000001974585,0.00007108486,0.00004049227,0.000003712739],"category_scores_gemma":[0.001777519,0.00005354449,0.00002757529,0.0002949928,0.0002008875,0.00001566408,0.0001990942,0.0002886307,2.302191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001538093,"about_ca_system_score_gemma":0.00006127378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001961569,"about_ca_topic_score_gemma":0.0000365402,"domain_scores_codex":[0.9990372,0.000425008,0.0002472507,0.00007728004,0.0001068664,0.0001063665],"domain_scores_gemma":[0.998157,0.001458571,0.0001331487,0.0001783918,0.00003664172,0.00003620967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003876576,0.0002056402,0.9978912,0.0001456711,0.000006726633,0.000001365835,0.0006178472,0.00004032374,0.0003820286,0.00006301398,0.000009367699,0.0005980388],"study_design_scores_gemma":[0.002286775,0.0003265962,0.9966576,0.00001918747,0.00008733303,0.00006907529,0.0002558419,0.00006611293,0.000006178627,0.0001509046,0.00002934986,0.00004508645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981915,0.001039514,0.000006771411,0.0002699922,0.00004874631,0.0003225585,0.00002219708,0.00001046732,0.00008819174],"genre_scores_gemma":[0.9992463,0.0005303013,0.00002406968,0.0001077177,0.00004796581,0.00002663494,0.000005350933,0.000007733101,0.000003900087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002248009,"threshold_uncertainty_score":0.2183481,"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."}}