{"id":"W3156434758","doi":"10.1016/j.jacc.2021.02.038","title":"Valve Academic Research Consortium 3: Updated Endpoint Definitions for Aortic Valve Clinical Research","year":2021,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1218,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Paul's Hospital; Université Laval; McGill University Health Centre","funders":"","keywords":"Medicine; Endpoint Determination; Clinical endpoint; Clinical research; Clinical trial; Aortic valve; Intensive care medicine; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1889654093302007,"score_gpt":0.5094345654880806,"score_spread":0.32046915615788,"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."},"direct_labels":[],"classifier":{"requested":true,"available":true,"version":"metacan-v1-d91a1de5be90","frame_rows_covered":4299418,"decision_targets":["metaresearch","metaepi_narrow","metaepi_broad","bibliometrics","sts","scholarly_communication","open_science","research_integrity","randomized_trial","nonrandomized_trial","observational","systematic_review","meta_analysis","case_report","qualitative","simulation_or_modeling","bench_or_experimental","theoretical_or_conceptual","not_applicable"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame.","warning":null},"prediction":{"classifier_version":"metacan-v1-d91a1de5be90","candidate_union":["observational","theoretical_or_conceptual"],"consensus_intersection":["observational","theoretical_or_conceptual"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"scores":{"codex":{"metaresearch":0.045639734493018995,"metaepi_narrow":0.000030518043793392844,"metaepi_broad":0.0007476920729381247,"bibliometrics":0.0015259021896696422,"sts":0.000030518043793392844,"scholarly_communication":0.001266498817425803,"open_science":0.0015411612115663385,"research_integrity":0.000289921416037232,"randomized_trial":0.00022888532845044633,"nonrandomized_trial":0.000045777065690089265,"observational":0.7617303730830853,"systematic_review":0.00018310826276035706,"meta_analysis":0.00044251163500419623,"case_report":0.003646906233310445,"qualitative":0.000030518043793392844,"simulation_or_modeling":0.00007629510948348211,"bench_or_experimental":0.00015259021896696422,"theoretical_or_conceptual":0.0691081101701381,"not_applicable":0.016403448538948654,"design_other":0.012008850232700085},"gemma":{"metaresearch":0.018738078889143205,"metaepi_narrow":0.00019836728465705348,"metaepi_broad":0.0037689784084840162,"bibliometrics":0.00030518043793392844,"sts":0.00022888532845044633,"scholarly_communication":0.00024414435034714275,"open_science":0.00009155413138017853,"research_integrity":0.0007476920729381247,"randomized_trial":0.000045777065690089265,"nonrandomized_trial":0.00007629510948348211,"observational":0.9041428244449531,"systematic_review":0.00006103608758678569,"meta_analysis":0.0006256198977645533,"case_report":0.0057984283207446405,"qualitative":0.0010376134889753567,"simulation_or_modeling":0.000030518043793392844,"bench_or_experimental":0.001190203707942321,"theoretical_or_conceptual":0.09524681467917906,"not_applicable":0.007415884641794461}},"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame."}}