{"id":"W4382725331","doi":"10.1186/s41231-023-00146-8","title":"Non-invasive monitoring of pulmonary blood flow, functional residual capacity, and shunt index in a porcine model","year":2023,"lang":"en","type":"article","venue":"Translational Medicine Communications","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shunt (medical); Medicine; Bolus (digestion); Pulmonary function testing; Functional residual capacity; Blood flow; Cardiology; Shunting; Internal medicine; Anesthesia; Lung; Lung volumes","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001469933,0.0006232353,0.0004914224,0.0005684667,0.0003068738,0.0005981968,0.000658431,0.0008606882,0.001260448],"category_scores_gemma":[0.0007684119,0.0003155163,0.0005052222,0.0002494127,0.001097277,0.0006909842,0.0003656836,0.001046946,0.0002860364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004293861,"about_ca_system_score_gemma":0.0004590796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000732849,"about_ca_topic_score_gemma":0.0006119588,"domain_scores_codex":[0.999517,0.0001136413,0.00003218724,0.0001486072,0.0001012744,0.00008734142],"domain_scores_gemma":[0.9988776,0.0003297322,0.0002975966,0.0002258275,0.00007883374,0.0001904985],"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":[0.005812685,0.002235983,0.005571326,0.0002486035,0.00005479155,0.000681575,0.0001971075,0.002182766,0.9730611,0.0004489254,0.0005428783,0.00896236],"study_design_scores_gemma":[0.0008425122,0.07113075,0.05793211,0.0001516658,0.0003762122,0.003297425,0.0004336151,0.03070496,0.8262222,0.000711704,0.008065102,0.0001317367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843183,0.000987814,0.01244006,0.0002349188,0.00008296793,0.0002304289,0.0003491139,0.0001143477,0.001241933],"genre_scores_gemma":[0.9887466,0.0006094393,0.007693729,0.0001410799,0.00003777779,0.0005267813,0.0005013871,0.00002512811,0.001718013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001469933,"threshold_uncertainty_score":0.007773876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09274496276835456,"score_gpt":0.3235178436982374,"score_spread":0.2307728809298828,"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."}}