{"id":"W4317436826","doi":"10.1001/jamanetworkopen.2022.51162","title":"New Approaches Needed to Improve Prevention of Cardiovascular Disease","year":2023,"lang":"en","type":"letter","venue":"JAMA Network Open","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Disease; Medicine; Intensive care medicine; Computer science; Risk analysis (engineering); Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01455355,0.001296569,0.003133471,0.00148329,0.005032658,0.006558586,0.002869272,0.06492305,0.02233039],"category_scores_gemma":[0.05883109,0.0009741176,0.002879211,0.001091486,0.005658312,0.009632151,0.003782594,0.05078033,0.01157201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004513217,"about_ca_system_score_gemma":0.01073198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008924723,"about_ca_topic_score_gemma":0.01943123,"domain_scores_codex":[0.9870512,0.005419974,0.001807234,0.0008753707,0.003763293,0.001082881],"domain_scores_gemma":[0.9530144,0.03127769,0.002202157,0.001499827,0.004800408,0.00720548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002268318,0.000156434,0.0008815986,0.0002309481,0.00007181132,0.0007837448,0.0001383394,0.00005807954,0.0001664106,0.007270561,0.9666018,0.0234133],"study_design_scores_gemma":[0.001108225,0.0001900907,0.002677354,0.001254194,0.0001589099,0.0007133206,0.0006860448,0.0004480104,0.0001435918,0.03097123,0.9615377,0.0001112837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001244974,0.002034043,0.00008174462,0.9812669,0.01463242,0.000009140825,0.00006384974,0.00001761092,0.00176977],"genre_scores_gemma":[0.00127769,0.001982767,0.0003750031,0.9243527,0.06854136,0.000049903,0.00004351591,0.00001629604,0.003360732],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06492305,"threshold_uncertainty_score":0.07696754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028239657583658,"score_gpt":0.2868286888749695,"score_spread":0.1840047231166038,"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."}}