{"id":"W4412695808","doi":"10.1093/bjr/tqaf182","title":"Pulmonary hypertension and the role of MRI flow assessment: a systematic review","year":2025,"lang":"en","type":"review","venue":"British Journal of Radiology","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Sheffield Biomedical Research Centre; National Institute for Health and Care Research; Department of Health and Social Care; National Institute on Handicapped Research","keywords":"Medicine; Pulmonary hypertension; Radiology; Cardiology; Intensive care medicine","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":[0.009155025,0.001545762,0.008817784,0.0117724,0.0005652191,0.002725136,0.001897837,0.002141369,0.00330019],"category_scores_gemma":[0.04867269,0.001137325,0.00732903,0.01073198,0.001002867,0.002307529,0.001309485,0.000984067,0.0002574791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003077628,"about_ca_system_score_gemma":0.01072581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007616703,"about_ca_topic_score_gemma":0.02418448,"domain_scores_codex":[0.9906539,0.003358915,0.003690202,0.0005986269,0.001464814,0.0002334663],"domain_scores_gemma":[0.9455688,0.04168675,0.008390787,0.0005409974,0.003398692,0.0004140317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001498468,0.00001165883,0.001174812,0.9646215,0.00982831,0.00009825778,0.0001395128,0.00007774328,0.00009796886,0.0001158909,0.0009058794,0.02277861],"study_design_scores_gemma":[0.0002427436,0.000187524,0.005707799,0.8814762,0.1017158,0.0004169755,0.0002404483,0.0001512287,0.0001481913,0.0002296955,0.009441674,0.00004172782],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009701365,0.9981002,0.0001051971,0.0002562317,0.00007865739,0.0001716586,0.0001799212,0.000005807058,0.00013217],"genre_scores_gemma":[0.02078073,0.977094,0.0006922177,0.0005482597,0.0001170123,0.0004867035,0.0001830158,0.000006003782,0.00009219706],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0117724,"threshold_uncertainty_score":0.04841697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751352458013416,"score_gpt":0.3161429009277771,"score_spread":0.2986293763476429,"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."}}