{"id":"W3162565173","doi":"10.30525/978-9934-26-049-0-38","title":"ELECTROCARDIOGRAPHY AS A PART OF HEART DISEASES SCREENING DURING EPIDEMIOLOGICAL RESEARCH: CURRENT STATE, TECHNOLOGICAL TRENDS, UNRESOLVED ISSUES","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Medicine; Epidemiology; Population; Medical emergency; Disease; Electrocardiography; Telemedicine; Cardiology; Health care; 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":[0.02028581,0.001109573,0.001925168,0.004549721,0.001002893,0.005313443,0.002013841,0.003723774,0.001806979],"category_scores_gemma":[0.01958632,0.0006475757,0.0008191086,0.005315595,0.006252214,0.007675588,0.002101133,0.004845594,0.001481011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484467,"about_ca_system_score_gemma":0.00374334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709923,"about_ca_topic_score_gemma":0.001597154,"domain_scores_codex":[0.9902247,0.00425847,0.001304379,0.00154386,0.002386952,0.0002817077],"domain_scores_gemma":[0.9479087,0.0363482,0.00319205,0.001875571,0.009293359,0.001382188],"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":[0.0001979412,0.0001238367,0.01064263,0.01156805,0.0001015016,0.0004034383,0.00127568,0.000556221,0.001255198,0.0243788,0.02094404,0.9285527],"study_design_scores_gemma":[0.00005982537,0.0009497345,0.03237486,0.02527909,0.0004203889,0.01032857,0.006081577,0.002119364,0.001358808,0.05082509,0.8699213,0.000281455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001028848,0.975988,0.002967928,0.01572735,0.002511903,0.00001480213,0.00002910585,0.00003109453,0.001700988],"genre_scores_gemma":[0.01608155,0.9572399,0.005841681,0.005015137,0.01485174,0.0000509658,0.00007524976,0.00003470684,0.0008090883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02028581,"threshold_uncertainty_score":0.1072829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1977923680295418,"score_gpt":0.4443122343940877,"score_spread":0.2465198663645459,"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."}}