{"id":"W4414773235","doi":"10.1136/bmjopen-2025-104349","title":"Incorporating behavioural and psychological factors into cardiovascular disease risk prediction models: protocol for a systematic review","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sunway University","keywords":"Protocol (science); Disease; Epidemiology; Public health; MEDLINE; Risk assessment","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01150422,0.0004735396,0.004658315,0.0001438751,0.0002407497,0.0001008532,0.0003146512,0.0003358025,0.00001426764],"category_scores_gemma":[0.001814435,0.0003094506,0.002647162,0.0003139731,0.00003908616,0.0002072319,0.000304249,0.0004419463,0.000006783928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137673,"about_ca_system_score_gemma":0.0006574483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006104419,"about_ca_topic_score_gemma":0.000001953545,"domain_scores_codex":[0.9922169,0.004317741,0.00180208,0.0008385215,0.0005783099,0.0002464093],"domain_scores_gemma":[0.9969687,0.0001234205,0.0008852291,0.001440376,0.0002174742,0.0003647416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001700459,0.000111649,0.00002042695,0.8680571,0.0009013785,0.00001209555,0.00001374807,0.000001031614,9.550094e-10,0.00002743685,0.000212307,0.1306258],"study_design_scores_gemma":[0.001460096,0.0002425542,0.00004181303,0.9528544,0.02406308,0.00008105642,0.00001434248,0.000144778,1.036618e-8,0.0002264441,0.02059929,0.0002721586],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[1.855373e-7,0.4947978,0.006673161,0.00001621037,0.00004683393,0.4982478,0.00007263583,0.00004453716,0.0001008236],"genre_scores_gemma":[7.937941e-7,0.4596106,0.0005838177,0.00004308289,0.00005280447,0.5391756,0.0003342765,0.00002723481,0.0001717409],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1303537,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3348856250918506,"score_gpt":0.5265918906853397,"score_spread":0.1917062655934891,"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."}}