{"id":"W2903482385","doi":"10.1177/2045894018819803","title":"Clinical and hemodynamic factors in predicting response to fluid challenge during right heart catheterization","year":2018,"lang":"en","type":"article","venue":"Pulmonary Circulation","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pulmonary wedge pressure; Hemodynamics; Internal medicine; Cardiology; Saline; Vascular resistance; Pulmonary hypertension; Cardiac catheterization; Central venous pressure; Heart failure; Right heart catheterization; Population; Haemodynamic response; Blood pressure; Heart rate","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":[0.0004142376,0.0001385178,0.0002408975,0.000515546,0.0001453863,0.00001400318,0.00003978722,0.000111666,0.00003851573],"category_scores_gemma":[0.0002720286,0.0001213016,0.00005399025,0.0004558084,0.00007860596,0.0001757694,0.00005496278,0.0001325709,0.00003476047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019636,"about_ca_system_score_gemma":0.00005056014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005113954,"about_ca_topic_score_gemma":0.00001119054,"domain_scores_codex":[0.9984892,0.0002008842,0.0003444617,0.0004165123,0.0002729516,0.0002760057],"domain_scores_gemma":[0.9992518,0.0001104054,0.00004045374,0.0002428154,0.00008995937,0.000264599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0014403,0.0002888216,0.9193336,0.00002357163,0.00001610158,0.0002780957,0.0001297148,0.000009562431,0.07754888,0.00000336784,0.000002585108,0.0009253459],"study_design_scores_gemma":[0.000818011,0.0004238879,0.9796463,0.0001128289,0.000015029,0.0001610201,0.00004636496,0.01793301,0.0005647036,0.00005921088,0.0001193104,0.0001002997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974598,0.00008322911,0.0000552243,0.001371477,0.0001003935,0.0006011456,0.000007980061,0.00006147405,0.0002593157],"genre_scores_gemma":[0.9993694,0.00003291711,0.0001623294,0.0001013179,0.0001222215,0.00002195713,0.00006580004,0.00002329179,0.0001007001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07698417,"threshold_uncertainty_score":0.4946537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107458201972916,"score_gpt":0.3258631435050171,"score_spread":0.2947885614852879,"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."}}