{"id":"W4406026914","doi":"10.1159/000543354","title":"Assessing the Validity of Computerized Algorithms for Determining Pulse Wave Velocity: A Clinical Study","year":2025,"lang":"en","type":"article","venue":"Pulse","topic":"Cardiovascular Health and Disease Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"H2020 European Research Council; Fonds de Recherche du Québec - Santé; Centre Hospitalier Universitaire de Québec; Mitacs; Université Laval","keywords":"Pulse (music); Algorithm; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02296743,0.0008035073,0.0008559598,0.002723714,0.0004603656,0.001769941,0.001249674,0.001375676,0.00160796],"category_scores_gemma":[0.1032111,0.0004424185,0.0006438105,0.001657963,0.001340211,0.001751152,0.001277774,0.0006208319,0.0006765682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004447556,"about_ca_system_score_gemma":0.0008059534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007168578,"about_ca_topic_score_gemma":0.0005384973,"domain_scores_codex":[0.9847773,0.008328411,0.002059066,0.002258121,0.002338355,0.0002386578],"domain_scores_gemma":[0.902311,0.06710243,0.01009197,0.008774361,0.01064464,0.001075546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0082405,0.0006671801,0.9282176,0.0003015664,0.0007380407,0.0002050437,0.0009649812,0.002661443,0.00188485,0.0005229817,0.0005071676,0.05508862],"study_design_scores_gemma":[0.001188151,0.01063699,0.9136265,0.0002559593,0.0006607122,0.002217922,0.00110794,0.0640436,0.002750702,0.001290569,0.002101018,0.0001198818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98612,0.00106279,0.01054605,0.00008378338,0.00006147532,0.0004046283,0.0003211476,0.00007631,0.001323783],"genre_scores_gemma":[0.9908214,0.0002350405,0.007787146,0.00004978638,0.0000528507,0.0002900348,0.0005130023,0.00004165079,0.0002090689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02296743,"threshold_uncertainty_score":0.1214648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569157664509485,"score_gpt":0.4592921174486341,"score_spread":0.3023763509976857,"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."}}