{"id":"W1883015855","doi":"10.1183/13993003/erj.42.suppl_57.p2255","title":"Diagnosing pediatric pneumonia under low-resource conditions: The predictive value and reporting reproducibility of chest x-rays","year":2013,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pneumonia; Pleural effusion; Medical diagnosis; Radiography; Pediatrics; Lobar pneumonia; Radiology; Disease; Physical examination; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01937266,0.0004159237,0.0004587942,0.001236909,0.0003415431,0.001272738,0.001202994,0.0008177329,0.0008225389],"category_scores_gemma":[0.09653045,0.0002545024,0.0003878111,0.00105142,0.001039228,0.001007387,0.00101949,0.0006943439,0.0002465347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000543588,"about_ca_system_score_gemma":0.000549657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002129676,"about_ca_topic_score_gemma":0.00202108,"domain_scores_codex":[0.9808313,0.01015874,0.002846666,0.001670357,0.003901685,0.0005913333],"domain_scores_gemma":[0.858683,0.09352112,0.03160809,0.006433495,0.00800797,0.001746434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006858155,0.00001322718,0.9974306,0.00001707993,0.00002637283,0.00003179678,0.00007745028,0.00008565576,0.00008435257,0.000009220611,0.00004480722,0.002110799],"study_design_scores_gemma":[0.000007152875,0.0001687823,0.9968803,0.0000348782,0.00004954418,0.0004722571,0.0001906361,0.001405682,0.0005937559,0.00005472792,0.0001360892,0.000006314558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965848,0.0009425756,0.00112455,0.0001584082,0.00002357996,0.00002759549,0.0002330412,0.00002737703,0.0008781729],"genre_scores_gemma":[0.9992519,0.00006684786,0.000444736,0.0000189286,0.00002603911,0.000008759972,0.0001485413,0.000003727631,0.00003051003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01937266,"threshold_uncertainty_score":0.1024536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0669282280525611,"score_gpt":0.3370016927240215,"score_spread":0.2700734646714604,"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."}}