{"id":"W3134476088","doi":"10.1016/j.cjca.2021.03.004","title":"Can Artificial Intelligence Substitute Right-Heart Catheterization With Chest X-Rays?","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pulmonary wedge pressure; Scopus; Pulmonary artery; Pulmonary hypertension; Cardiology; Internal medicine; Artificial intelligence; MEDLINE; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003544298,0.0005619646,0.000993262,0.0008632718,0.002589539,0.003666827,0.00122327,0.03347853,0.008886605],"category_scores_gemma":[0.03436842,0.0004334748,0.001102887,0.0006074781,0.003120299,0.003830483,0.001316651,0.02842609,0.00578726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004146543,"about_ca_system_score_gemma":0.005793849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01797285,"about_ca_topic_score_gemma":0.03480015,"domain_scores_codex":[0.9974393,0.0008527693,0.0003884228,0.0001985181,0.0007888188,0.0003321609],"domain_scores_gemma":[0.9861589,0.00858023,0.000547069,0.0003434656,0.00241596,0.001954268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000134582,0.0001286328,0.005819037,0.0001532323,0.00005780388,0.0111632,0.0004005769,0.0002888453,0.0002463181,0.0152492,0.907162,0.05919657],"study_design_scores_gemma":[0.0002591359,0.0001303599,0.003851976,0.00109641,0.00007391642,0.01799893,0.001371132,0.001610822,0.0002186797,0.04941472,0.9238631,0.0001108289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003691513,0.00114363,0.0001647381,0.9881299,0.005874542,0.000005635368,0.00001405706,0.00001089268,0.004287522],"genre_scores_gemma":[0.01269013,0.003621455,0.001040986,0.9165359,0.05840618,0.00002890335,0.00003476164,0.0000182968,0.007623418],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03347853,"threshold_uncertainty_score":0.0357365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637059802298082,"score_gpt":0.2293957184153747,"score_spread":0.2030251203923938,"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."}}