{"id":"W3200986267","doi":"10.2196/31056","title":"Interventions Using Heart Age for Cardiovascular Disease Risk Communication: Systematic Review of Psychological, Behavioral, and Clinical Effects","year":2021,"lang":"en","type":"review","venue":"JMIR Cardio","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Medicine; Randomized controlled trial; Gerontology; Disease; Clinical psychology; Psychology; Physical therapy; Psychiatry; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00433849,0.0005499322,0.008030921,0.0001779354,0.0008988941,0.00002895731,0.0009920257,0.0007257361,0.00002231421],"category_scores_gemma":[0.00470601,0.0004552605,0.009450914,0.000524202,0.0002906254,0.0001183565,0.0009872261,0.001957766,0.00002375979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003434753,"about_ca_system_score_gemma":0.0006153395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001154032,"about_ca_topic_score_gemma":0.000007657886,"domain_scores_codex":[0.9647622,0.02872561,0.004694848,0.0008319254,0.0005284474,0.0004569528],"domain_scores_gemma":[0.9829776,0.005948187,0.002799102,0.006937679,0.0009031783,0.0004342663],"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":[0.000004795516,0.0002131478,0.0001839363,0.9866232,0.001184401,0.000007011825,0.00009152915,3.400903e-7,2.718701e-9,0.00006763547,0.00180262,0.009821433],"study_design_scores_gemma":[0.0004597758,0.00009978752,0.00005871943,0.7781497,0.02475774,0.00001178897,0.0001565071,0.000004082798,2.076267e-9,0.00002251266,0.1959905,0.0002888977],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001642708,0.9705459,0.0002102192,0.00006769869,0.000714883,0.02768376,0.0006319981,0.0000880807,0.00004096154],"genre_scores_gemma":[0.00007760358,0.9777759,0.002915322,0.0002254943,0.0001482306,0.01780249,0.0008789393,0.0001060175,0.00006997451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2084734,"threshold_uncertainty_score":0.9997899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6040705860011019,"score_gpt":0.6223368787770343,"score_spread":0.01826629277593239,"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."}}