{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000695423,0.0003450878,0.001686244,0.0001072089,0.00008748804,0.0001023367,0.0004872256,0.0004841028,0.00007485399],"category_scores_gemma":[0.0001029275,0.0002832535,0.0007638242,0.0004274549,0.00003127168,0.00009892204,0.001039398,0.0008393213,0.00014443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000162955,"about_ca_system_score_gemma":0.0002704356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154018,"about_ca_topic_score_gemma":0.000009513004,"domain_scores_codex":[0.9975699,0.0001785343,0.0004679875,0.0006838402,0.0006571163,0.0004426019],"domain_scores_gemma":[0.9980264,0.0001305249,0.0001720133,0.001301654,0.0001256294,0.0002438034],"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":[0.0003452886,0.00002723337,0.00006925924,0.0004721479,0.008681102,0.000363285,0.00009811072,0.0003165715,0.000001744272,0.00001294398,0.9612362,0.02837615],"study_design_scores_gemma":[0.001378677,0.0001702163,0.001020076,0.001286105,0.01030356,0.000006703664,0.00005447799,0.00005317706,0.00001671764,0.0003806535,0.9850416,0.0002880695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001551838,0.02947978,0.0005338194,0.9580589,0.001222073,0.004280655,0.00005742102,0.0001157645,0.006096415],"genre_scores_gemma":[0.0008233354,0.001031432,0.005145861,0.825591,0.03646154,0.0005810099,0.0009477539,0.0002582846,0.1291597],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1324679,"threshold_uncertainty_score":0.999962,"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."}}