{"id":"W4404265861","doi":"10.4244/eij-e-24-00052","title":"Low-flow, low-gradient aortic stenosis: an understanding is still a long way off","year":2024,"lang":"en","type":"article","venue":"EuroIntervention","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Stenosis; Cardiology; Flow (mathematics); Internal medicine; Radiology; Mechanics","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":[0.0001418149,0.0001948199,0.0002378908,0.0001843563,0.00006096532,0.0001322033,0.00005111306,0.00004402788,0.000613249],"category_scores_gemma":[0.00002027197,0.0001708777,0.001436385,0.0002108261,0.00003218384,0.0002116806,0.00003952846,0.0001242682,0.0003228364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003982052,"about_ca_system_score_gemma":0.00003263419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002622089,"about_ca_topic_score_gemma":0.000006054326,"domain_scores_codex":[0.9985974,0.0000618749,0.0003182045,0.0004439625,0.0003047129,0.0002738796],"domain_scores_gemma":[0.9993365,0.00001915124,0.00005205292,0.0003159844,0.00004361069,0.0002326325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002317386,0.01189894,0.6900185,0.0137498,0.01424511,0.006656263,0.007966828,0.000156727,0.003039995,0.004649265,0.02433271,0.2209685],"study_design_scores_gemma":[0.003050318,0.002035223,0.9650422,0.007938315,0.003275372,0.00008550489,0.0009218638,0.01489284,0.0009302787,0.0009122378,0.0004908023,0.0004249972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906237,0.002293921,0.004383571,0.000321693,0.0009233567,0.0004093302,0.00007646738,0.0002267636,0.0007412201],"genre_scores_gemma":[0.9979415,0.0001188301,0.00003575806,0.0001346963,0.0001607352,0.000009480665,0.0001875861,0.00005305456,0.00135835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2750238,"threshold_uncertainty_score":0.6968189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938661639918916,"score_gpt":0.3459845045641128,"score_spread":0.3065978881649237,"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."}}