{"id":"W3217014074","doi":"10.24908/pocus.v6i2.15195","title":"Lung Ultrasound to Monitor Disease Severity and Aid Prognostication in COVID-19 Pneumonia: A Retrospective Analysis of Serial Lung Ultrasound Assessments","year":2021,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pneumonia; Mechanical ventilation; Lung; Retrospective cohort study; Ultrasound; Intensive care unit; Lung ultrasound; Internal medicine; Severity of illness; Radiology; Cohort; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222036,0.0003049664,0.0004724008,0.0009423973,0.0002528008,0.0005823849,0.0003077164,0.0003311249,0.000546004],"category_scores_gemma":[0.006226528,0.0003166545,0.0003856676,0.000751306,0.0003378309,0.0004257614,0.0004896079,0.0003484518,0.0001777909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340613,"about_ca_system_score_gemma":0.0004061635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105202,"about_ca_topic_score_gemma":0.001101346,"domain_scores_codex":[0.997999,0.0006131262,0.0003959977,0.0003644185,0.000480171,0.0001472431],"domain_scores_gemma":[0.9935555,0.001817839,0.002362851,0.000727649,0.001115452,0.0004206226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007640547,0.00001043237,0.998776,0.000006791999,0.00002182489,0.00006869463,0.00002794549,0.00002359944,0.0001712001,0.000004286871,0.0000247219,0.0007879766],"study_design_scores_gemma":[0.00000837964,0.0003232608,0.9972661,0.00001298411,0.00005026561,0.001235793,0.0001138102,0.0003894935,0.0003080029,0.000008011051,0.00027822,0.000005821459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985359,0.0005352333,0.0004385398,0.00001342892,0.000005749393,0.00002838473,0.0002211595,0.000004580787,0.0002171248],"genre_scores_gemma":[0.9993646,0.00007566243,0.0001938383,0.00001167639,0.000007601222,0.00002012957,0.0002862349,0.000002215346,0.00003800909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002222036,"threshold_uncertainty_score":0.01175135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429210083354162,"score_gpt":0.3903896000169939,"score_spread":0.3660974991834523,"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."}}