{"id":"W2886383171","doi":"10.1164/rccm.201806-1160st","title":"Assessment of Right Ventricular Function in the Research Setting: Knowledge Gaps and Pathways Forward. An Official American Thoracic Society Research Statement","year":2018,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":338,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Heart, Lung, and Blood Institute; American Thoracic Society; U.S. Department of Veterans Affairs","keywords":"Medicine; Intensive care medicine; Multidisciplinary approach; Pressure overload; Volume overload; Heart failure; Modalities; Cardiology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007878415,0.0001632246,0.0006150213,0.0005008059,0.0003751272,0.00002488263,0.0001783233,0.00005072964,0.00004396871],"category_scores_gemma":[0.001045165,0.00009226573,0.00008663769,0.00123226,0.005725995,0.0001283524,0.00009414279,0.001067105,0.000001223075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696952,"about_ca_system_score_gemma":0.0006515209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080188,"about_ca_topic_score_gemma":0.00003495042,"domain_scores_codex":[0.9944392,0.002271208,0.0006305315,0.0003215538,0.001774621,0.0005628402],"domain_scores_gemma":[0.9949041,0.001371362,0.0001491935,0.0003010933,0.002732408,0.0005418635],"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":[0.005586565,0.004260266,0.3597664,0.001296968,0.0005062797,0.009691963,0.01097106,0.000001099676,0.01520724,0.003181051,0.005819624,0.5837114],"study_design_scores_gemma":[0.003941765,0.1563025,0.5905021,0.00133804,0.0003661183,0.0008072667,0.2096794,0.0002510888,0.001012461,0.0008337148,0.03473447,0.0002310987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896853,0.006284897,0.0001663746,0.002821012,0.00006523762,0.0003480132,0.000009894889,0.000005157175,0.000614093],"genre_scores_gemma":[0.9978638,0.0003952874,0.0005077166,0.0005823611,0.0006070851,0.00001610024,0.000006394649,0.00001573702,0.000005478142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5834804,"threshold_uncertainty_score":0.9969798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09780493121639151,"score_gpt":0.4752275646325645,"score_spread":0.377422633416173,"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."}}