{"id":"W4283263053","doi":"10.1097/ccm.0000000000005540","title":"Lung Ultrasound and Electrical Impedance as Long-Term Monitoring Tools for Acute Respiratory Failure: Sometimes No Numbers Are Better Than Bad (or Confusing) Numbers*","year":2022,"lang":"en","type":"letter","venue":"Critical Care Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Lung ultrasound; Intensive care medicine; Lung; Term (time); Respiratory system; Respiratory failure; Acute respiratory failure; Ultrasound; Cardiology; Internal medicine; Radiology; Mechanical ventilation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002542945,0.0005889012,0.000825578,0.0006578784,0.002022913,0.001915372,0.0009932024,0.02216438,0.003187557],"category_scores_gemma":[0.0191956,0.00044715,0.000653109,0.0006839223,0.002305964,0.003728991,0.0007162048,0.02194866,0.003470209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672681,"about_ca_system_score_gemma":0.001501357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597246,"about_ca_topic_score_gemma":0.007250332,"domain_scores_codex":[0.9975163,0.001053905,0.0003930407,0.0002028357,0.0006432496,0.0001908487],"domain_scores_gemma":[0.988639,0.007974884,0.0005362681,0.0002608092,0.00172831,0.0008607273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001899277,0.00009450891,0.00539878,0.0001360757,0.00002693691,0.04055421,0.0008751894,0.000156771,0.0007489719,0.007336912,0.9026451,0.04183662],"study_design_scores_gemma":[0.0003313274,0.0003250643,0.006327068,0.001684882,0.00007666818,0.0949379,0.003236846,0.002491949,0.0009662313,0.03140482,0.8580578,0.000159538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001515616,0.00276108,0.0002433069,0.9821945,0.008833162,0.00001291206,0.00001986036,0.00001899768,0.004400569],"genre_scores_gemma":[0.0311216,0.007735668,0.0009947536,0.8884748,0.06243953,0.00005234702,0.00003211196,0.00004432096,0.009104942],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02216438,"threshold_uncertainty_score":0.01939178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04501668333567638,"score_gpt":0.3952651839759496,"score_spread":0.3502485006402732,"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."}}