{"id":"W648214004","doi":"10.1097/jcn.0000000000000271","title":"Risk Stratification","year":2015,"lang":"en","type":"article","venue":"The Journal of Cardiovascular Nursing","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stroke (engine); Atrial fibrillation; Population; Risk factor; Risk stratification; Risk assessment; Incidence (geometry); Psychological intervention; Population ageing; Emergency medicine; Physical therapy; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009971404,0.001708224,0.001292274,0.004870201,0.001101518,0.004005582,0.002376376,0.001647092,0.06138756],"category_scores_gemma":[0.04426037,0.0004210032,0.002650206,0.003220171,0.0005591867,0.001916405,0.003080592,0.002410504,0.02940746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120188,"about_ca_system_score_gemma":0.006083179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00887099,"about_ca_topic_score_gemma":0.006670498,"domain_scores_codex":[0.9928687,0.002382373,0.001055616,0.001077967,0.002086977,0.0005282505],"domain_scores_gemma":[0.9905705,0.002542906,0.001023505,0.001144023,0.00421088,0.0005080295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006278762,0.0001888458,0.06192622,0.0009966533,0.0005337464,0.0003206086,0.0006153774,0.001777713,0.000301425,0.02892647,0.2698761,0.6339089],"study_design_scores_gemma":[0.0004394283,0.0004694932,0.04239162,0.004859581,0.001321595,0.002086665,0.0006697229,0.01154086,0.001141921,0.0826728,0.8522104,0.0001958352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04621845,0.0439545,0.3522225,0.04529639,0.009820722,0.01365637,0.08326742,0.007118227,0.3984453],"genre_scores_gemma":[0.3767032,0.04258756,0.2825092,0.0188092,0.008584749,0.01318907,0.1258413,0.002299893,0.1294757],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06138756,"threshold_uncertainty_score":0.2053619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08723666878429236,"score_gpt":0.3361012378883833,"score_spread":0.2488645691040909,"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."}}