{"id":"W3128446514","doi":"10.1113/ep089394","title":"Reply to Beltrami","year":2021,"lang":"en","type":"article","venue":"Experimental Physiology","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Blood flow; Work (physics); Ventilation (architecture); Respiratory system; Exercise physiology; Work of breathing","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":[0.00003718258,0.0001310763,0.0004553033,0.00004054397,0.00005354569,0.000004969374,0.00005726992,0.00006084198,0.0007137139],"category_scores_gemma":[0.00003078936,0.0001228528,0.0002883599,0.0001590813,0.00006143752,0.00002707949,0.0001337499,0.0001075575,0.0007257248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005551495,"about_ca_system_score_gemma":0.00006024784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005175038,"about_ca_topic_score_gemma":6.331147e-7,"domain_scores_codex":[0.9989943,0.00005346956,0.0001519992,0.0004227507,0.0001038634,0.0002736158],"domain_scores_gemma":[0.9992303,0.00001817447,0.0000167434,0.0005114919,0.00005518197,0.000168104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006553289,0.0002305013,0.000004994914,0.000009089999,0.0001043454,0.00008894481,0.0002343833,0.00001215759,0.9860129,0.0003522865,0.01171341,0.0005816819],"study_design_scores_gemma":[0.0008232935,0.0003360528,0.03639186,0.00001410317,0.00002731906,0.0003007741,0.0004381023,0.000005816414,0.9268416,0.000175959,0.03450705,0.0001381387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883186,0.001413605,0.00002956108,0.001057847,0.0004349713,0.000171861,0.000003670672,0.00007296175,0.00849688],"genre_scores_gemma":[0.9837798,0.00002138846,0.000787992,0.01405567,0.0003897185,0.000050857,0.00008629532,0.00002169683,0.0008066213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05917135,"threshold_uncertainty_score":0.9327966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345825889833139,"score_gpt":0.2971492551983265,"score_spread":0.2836909962999951,"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."}}