{"id":"W3087064503","doi":"10.1097/pcc.0000000000002558","title":"Comprehensive Detection of Candidate Pathogens in the Lower Respiratory Tract of Pediatric Patients With Unexpected Cardiopulmonary Deterioration Using Next-Generation Sequencing","year":2020,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Respiratory viral infections research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Bronchoalveolar lavage; DNA sequencing; Etiology; Coinfection; Respiratory tract infections; Chlamydia; Immunology; Internal medicine; Respiratory system; Lung; Virus; 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":[0.0007305145,0.0003343018,0.000460822,0.001027099,0.0002930212,0.0005716308,0.0002965867,0.0004294821,0.0004585769],"category_scores_gemma":[0.001813382,0.0002298422,0.0003498716,0.0006567117,0.0002340512,0.0003357388,0.00036797,0.0004094953,0.0001226573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630396,"about_ca_system_score_gemma":0.0004577401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078178,"about_ca_topic_score_gemma":0.001479941,"domain_scores_codex":[0.9993553,0.0001343825,0.00008534106,0.0001618862,0.000171429,0.00009174779],"domain_scores_gemma":[0.999,0.0003175396,0.0003836726,0.0000360085,0.0001747713,0.00008795063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001483615,0.00004100475,0.9688814,0.0000767565,0.00004540163,0.001245453,0.0001654298,0.0002617756,0.02090163,0.00003193099,0.0001664382,0.008034415],"study_design_scores_gemma":[0.00001316759,0.0003766787,0.9822972,0.00005234532,0.00008001585,0.004768716,0.0004949265,0.001914136,0.008855689,0.00004512191,0.001091332,0.00001061265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965081,0.0008572884,0.001878989,0.00005849737,0.00000706294,0.00003980726,0.0003490382,0.00001807844,0.0002831921],"genre_scores_gemma":[0.9936837,0.0004806654,0.004946066,0.0001144597,0.00001866864,0.00003420729,0.0006419908,0.000006144258,0.00007407345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001078178,"threshold_uncertainty_score":0.003863394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1331281638154378,"score_gpt":0.3550459496599757,"score_spread":0.2219177858445379,"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."}}