{"id":"W2766045549","doi":"10.1136/bmjopen-2017-018249","title":"Protocol for the HAPPY Hearts study: cardiovascular screening for the early detection of future adverse cardiovascular outcomes in middle-aged and older women: a prospective, observational cohort study","year":2017,"lang":"en","type":"article","venue":"BMJ Open","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Winnipeg Regional Health Authority; University of Manitoba; Research Manitoba; Government of Canada; St. Boniface Hospital","funders":"Canadian Institutes of Health Research; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Manitoba","keywords":"Medicine; Blood pressure; Myocardial infarction; Observational study; Stroke (engine); Heart failure; Adverse effect; Framingham Risk Score; Cohort study; Internal medicine; Prospective cohort study; Percutaneous coronary intervention; Risk assessment; Incidence (geometry); Cohort; Physical therapy; Cardiology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02051603,0.0002199639,0.001004589,0.00007122329,0.001004953,0.0001319382,0.0003667327,0.00009898192,0.00001071847],"category_scores_gemma":[0.000685601,0.0001337509,0.0008643048,0.0001298236,0.00007789661,0.0003245529,0.0002471541,0.0002359685,8.216546e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138995,"about_ca_system_score_gemma":0.000163946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008898857,"about_ca_topic_score_gemma":0.0003866123,"domain_scores_codex":[0.9968724,0.0008242615,0.0005700423,0.0005265445,0.0009037834,0.0003030311],"domain_scores_gemma":[0.9973955,0.0001770823,0.0002540147,0.001745006,0.0003443284,0.00008413208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000844443,0.0005998819,0.9558703,0.0004819803,0.008546015,0.000008739199,0.003325119,0.0001780865,0.000008573576,0.000008380285,0.0000201131,0.03010837],"study_design_scores_gemma":[0.01893262,0.0009316511,0.969358,0.0001861324,0.0008791481,0.0000144617,0.006265845,0.0003041662,0.00002043035,0.00001888902,0.002940847,0.000147776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.3728786,0.000065886,0.01302239,0.0003258641,0.0001326555,0.6135207,0.00000874808,0.00001601181,0.00002904595],"genre_scores_gemma":[0.5064369,0.000001965554,0.0002368175,0.00003829577,0.0001630826,0.4929208,0.000002005923,0.00002169332,0.0001783402],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1335583,"threshold_uncertainty_score":0.7729384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598599094896993,"score_gpt":0.4267730443339957,"score_spread":0.2669131348442964,"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."}}