{"id":"W4393266673","doi":"10.1161/cir.0000000000001225","title":"Advancing Wearable Biosensors for Congenital Heart Disease: Patient and Clinician Perspectives: A Science Advisory From the American Heart Association","year":2024,"lang":"en","type":"article","venue":"Circulation","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"BC Children's Hospital","keywords":"Wearable computer; Medicine; Heart disease; Wearable technology; Workflow; Disease; Intensive care medicine; Pathology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03848083,0.001227476,0.001758609,0.002093313,0.003567677,0.01021924,0.002916285,0.0220758,0.00590945],"category_scores_gemma":[0.07593182,0.0008354795,0.001890896,0.001589762,0.003610372,0.009103918,0.003850484,0.03426386,0.004353122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003306282,"about_ca_system_score_gemma":0.01707006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003423121,"about_ca_topic_score_gemma":0.009001557,"domain_scores_codex":[0.976834,0.00751182,0.002952754,0.001605268,0.009734698,0.001361477],"domain_scores_gemma":[0.8463599,0.05971817,0.003866699,0.002346592,0.07136288,0.01634583],"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":[0.0000583887,0.00008391904,0.0005030839,0.0004105102,0.00002191394,0.0001788239,0.0002224412,0.00003724307,0.0002697169,0.001821196,0.9186807,0.07771214],"study_design_scores_gemma":[0.00006983144,0.0001718557,0.0008615823,0.001765382,0.00006765579,0.000440675,0.0004806898,0.0001577498,0.0003155314,0.00293827,0.9926841,0.00004673891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0003075245,0.03585728,0.0005848618,0.8940135,0.06552257,0.00006053559,0.00004851348,0.00004983532,0.003555387],"genre_scores_gemma":[0.007067241,0.1709298,0.004881018,0.6016598,0.1987379,0.00030154,0.0002418061,0.0001168918,0.01606399],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03848083,"threshold_uncertainty_score":0.2035086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505088215312793,"score_gpt":0.3071111802224308,"score_spread":0.2920602980693029,"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."}}