{"id":"W2046181593","doi":"10.1097/01.mat.0000150329.11072.c2","title":"Validation Study of PulseCO System for Continuous Cardiac Output Measurement","year":2005,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Heart, Lung, and Blood Institute","keywords":"Cardiac output; Cardiology; Internal medicine; Biomedical engineering; Computer science; Medicine; Hemodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01010248,0.000767736,0.0006126699,0.0008868107,0.0004882265,0.001338668,0.001633854,0.001291593,0.001221619],"category_scores_gemma":[0.01233366,0.0003440462,0.0003939981,0.0005740208,0.0007061609,0.0008927488,0.0008814458,0.0007845,0.000655847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005709265,"about_ca_system_score_gemma":0.001051558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00144477,"about_ca_topic_score_gemma":0.0006872775,"domain_scores_codex":[0.9932947,0.002282167,0.0003836782,0.001150832,0.002630019,0.0002587021],"domain_scores_gemma":[0.9905012,0.002651118,0.0007613329,0.00107932,0.004696429,0.0003106116],"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":[0.006516257,0.001612272,0.2067557,0.001154104,0.0006492551,0.0007041115,0.001048033,0.007772435,0.5984058,0.001814633,0.004222309,0.1693451],"study_design_scores_gemma":[0.001085809,0.02650419,0.3164455,0.0003578224,0.001028909,0.00331573,0.0004505662,0.1540198,0.4796596,0.0006812374,0.01618509,0.0002657995],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7433819,0.001374647,0.2477189,0.0003410554,0.0004270088,0.001333153,0.001274441,0.002035385,0.00211339],"genre_scores_gemma":[0.9261771,0.0004364209,0.06861784,0.0003417399,0.0001215098,0.001249733,0.001799041,0.0002126783,0.001043959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010248,"threshold_uncertainty_score":0.05342764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03999658186307979,"score_gpt":0.2954611897126841,"score_spread":0.2554646078496043,"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."}}