{"id":"W2545221125","doi":"10.2196/biomedeng.6401","title":"A Six-Step Framework on Biomedical Signal Analysis for Tackling Noncommunicable Diseases: Current and Future Perspectives","year":2016,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Scope (computer science); Health care; Computer science; Risk analysis (engineering); The Internet; Robustness (evolution); Data science; Knowledge management; Process management; Medicine; Business; Political science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008628219,0.002749047,0.001342522,0.003719683,0.001280663,0.00656332,0.003528148,0.004227479,0.004138643],"category_scores_gemma":[0.005301161,0.0007455475,0.002364103,0.002718596,0.004787327,0.005871108,0.0041347,0.004425889,0.002317771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699288,"about_ca_system_score_gemma":0.004438733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005391257,"about_ca_topic_score_gemma":0.003743361,"domain_scores_codex":[0.9962476,0.001824363,0.0003764096,0.0004466715,0.0009521534,0.0001528711],"domain_scores_gemma":[0.9955408,0.002081127,0.0002843159,0.0003341687,0.001393701,0.0003658038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001414975,0.0003865816,0.003049181,0.002353386,0.0002338759,0.0009301719,0.001350529,0.03992168,0.00617728,0.7192665,0.007275481,0.2189139],"study_design_scores_gemma":[0.00005120768,0.0006842364,0.002089654,0.002030523,0.0002087971,0.001006031,0.001045064,0.3067391,0.004251992,0.5855647,0.09607197,0.0002566075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0009868428,0.005215925,0.9838937,0.004845065,0.000232754,0.0002118288,0.00007017609,0.0001872512,0.004356447],"genre_scores_gemma":[0.03574308,0.01128512,0.9478042,0.001170426,0.0006468441,0.0004269291,0.0002194175,0.00005789313,0.00264609],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008628219,"threshold_uncertainty_score":0.04563093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008487668346988072,"score_gpt":0.2959716978525556,"score_spread":0.2874840295055675,"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."}}