{"id":"W3045689662","doi":"10.1186/s13054-020-03147-3","title":"Plasma lipid profiling for the prognosis of 90-day mortality, in-hospital mortality, ICU admission, and severity in bacterial community-acquired pneumonia (CAP)","year":2020,"lang":"en","type":"article","venue":"Critical Care","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Health Services","keywords":"Medicine; Community-acquired pneumonia; Pneumonia; Internal medicine; Pneumonia severity index; Bacterial pneumonia; Metabolomics; Intensive care medicine; Bioinformatics; 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":[0.0004818006,0.0003897978,0.0003854971,0.0006908759,0.0002383076,0.0005657274,0.0001760174,0.0004133437,0.0006891852],"category_scores_gemma":[0.0008796192,0.00009638454,0.000208843,0.0005115063,0.0001501745,0.0002347402,0.0003172111,0.0002660613,0.0001825042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194143,"about_ca_system_score_gemma":0.0002201962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006847464,"about_ca_topic_score_gemma":0.0009331244,"domain_scores_codex":[0.9997666,0.000073349,0.00003223777,0.0000519057,0.00004157679,0.00003431222],"domain_scores_gemma":[0.9994392,0.00009605573,0.0002313887,0.00002143788,0.00009865985,0.0001132835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001648756,0.0001240245,0.9803186,0.00004564455,0.00008421395,0.0001308046,0.00005581032,0.0001358879,0.009691807,0.00001451574,0.000113431,0.007636359],"study_design_scores_gemma":[0.00002654123,0.0008297382,0.9943168,0.00001858641,0.00007530116,0.0003643085,0.000155052,0.001162562,0.002845063,0.00004040725,0.000155624,0.00001003899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987341,0.0005670669,0.0002228813,0.00003443372,0.000006659943,0.00001199585,0.0002491448,0.00000605841,0.0001676463],"genre_scores_gemma":[0.9992563,0.0001224732,0.0003210802,0.0000241572,0.000006407366,0.000009170289,0.0001774269,7.543449e-7,0.00008214406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006908759,"threshold_uncertainty_score":0.002548039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828443003522649,"score_gpt":0.3184156389377459,"score_spread":0.2801312089025195,"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."}}