{"id":"W2316748975","doi":"10.1093/cid/ciw204","title":"Finding the Pathogen in Community-acquired Pneumonia","year":2016,"lang":"en","type":"letter","venue":"Clinical Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pneumonia; Community-acquired pneumonia; Pathogen; Pathogenic organism; Intensive care medicine; Microbiology; Immunology; Virology; Internal medicine; Biology","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":[0.002025987,0.0009004102,0.001099768,0.00100578,0.004074973,0.003421714,0.001846933,0.04231339,0.004897647],"category_scores_gemma":[0.02433695,0.001127169,0.001126457,0.000809322,0.002397044,0.004324462,0.001773607,0.02936256,0.002989672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003480122,"about_ca_system_score_gemma":0.003671087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006106174,"about_ca_topic_score_gemma":0.01011783,"domain_scores_codex":[0.9972743,0.001031153,0.000506306,0.0002770267,0.0004526727,0.0004584843],"domain_scores_gemma":[0.9950982,0.002313202,0.000564126,0.0001840294,0.0007744079,0.001066004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002506704,0.0002226797,0.01928942,0.0002517974,0.00007603649,0.1886443,0.001164322,0.0002980089,0.0007657378,0.005675823,0.7647087,0.01865245],"study_design_scores_gemma":[0.0005356474,0.0007639183,0.0185141,0.004191828,0.0003717731,0.3194871,0.008158975,0.006049045,0.001613705,0.04260011,0.5973805,0.0003333649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005388848,0.003195688,0.0002228633,0.9629762,0.01714719,0.00002892206,0.00006377952,0.00003252213,0.01094397],"genre_scores_gemma":[0.0743435,0.005325042,0.0008709737,0.798068,0.1108949,0.00004772986,0.00009666776,0.00005856322,0.01029457],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04231339,"threshold_uncertainty_score":0.0252502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07137234089209249,"score_gpt":0.3811562738083212,"score_spread":0.3097839329162287,"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."}}