{"id":"W4399041243","doi":"10.3390/children11060642","title":"Work of Breathing: Physiology, Measurement, and Diagnostic Value in Childhood Pneumonia","year":2024,"lang":"en","type":"article","venue":"Children","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Intensive care medicine; Pneumonia; Medicine; Clinical Practice; Work of breathing; Breathing; Internal medicine; Physical therapy; Mechanical ventilation; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002456082,0.000119439,0.000251195,0.000127494,0.00001888326,0.00001027419,0.00005354744,0.0000791236,0.00005584037],"category_scores_gemma":[0.0001530485,0.0000959431,0.00005705001,0.0002025354,0.00004731724,0.00004701607,0.00003649016,0.0001818385,0.00002412512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002609248,"about_ca_system_score_gemma":0.00008985045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002549429,"about_ca_topic_score_gemma":0.000002519996,"domain_scores_codex":[0.9991834,0.0000277101,0.000200308,0.0002500243,0.0001707203,0.0001678761],"domain_scores_gemma":[0.9996307,0.00005763667,0.00002797124,0.0001788704,0.00002338302,0.00008143686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007075209,0.0004743123,0.8592448,0.0003459185,0.0003507684,0.0001604325,0.002091662,0.00001064821,0.09569889,0.001747965,0.00164234,0.03816155],"study_design_scores_gemma":[0.0005576343,0.0001659888,0.9912134,0.000683286,0.00008498578,0.0000663746,0.000022159,0.000009305898,0.005991818,0.0006996769,0.0004155831,0.0000897469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932265,0.00541412,0.00002311155,0.0002130643,0.0001403759,0.0003373351,0.000005454324,0.0000440373,0.0005959839],"genre_scores_gemma":[0.9993558,0.0001229089,0.0001118267,0.0001839263,0.0001257737,0.00001284622,0.00001214154,0.00002003113,0.00005473312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1319687,"threshold_uncertainty_score":0.3912446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143466148980122,"score_gpt":0.2383585449853866,"score_spread":0.2240119300873744,"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."}}