{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284118,0.0006021759,0.001059061,0.001651062,0.0001807626,0.001237669,0.0003870759,0.0007870042,0.0007661311],"category_scores_gemma":[0.003224663,0.0002153312,0.0005437694,0.001246181,0.0006851429,0.0008408401,0.0007151074,0.001174587,0.0003585279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006675177,"about_ca_system_score_gemma":0.001091522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002705428,"about_ca_topic_score_gemma":0.003446191,"domain_scores_codex":[0.998924,0.0003273815,0.0002067263,0.0001280789,0.0003355301,0.00007823941],"domain_scores_gemma":[0.9984536,0.0008231564,0.0003533295,0.0000206569,0.0002742624,0.00007495863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005157014,0.00007958677,0.08745601,0.01652754,0.0003503943,0.001868054,0.0008434575,0.0006842872,0.005703481,0.002783249,0.007417875,0.8757704],"study_design_scores_gemma":[0.00006469504,0.001333832,0.5874227,0.03272351,0.00126985,0.03997305,0.002266935,0.001595875,0.006997597,0.00595346,0.3201127,0.0002858383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008907394,0.9865009,0.001169423,0.001002175,0.0002309405,0.00001816812,0.0001460999,0.00002353594,0.002001444],"genre_scores_gemma":[0.08534686,0.9085562,0.004046712,0.0005446623,0.0007283676,0.00004545517,0.0002247861,0.00001175706,0.000495242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002705428,"threshold_uncertainty_score":0.006791174,"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."}}