{"id":"W2975732599","doi":"10.3233/shti190361","title":"Towards Personalized Lifetime Health: A Platform for Early Multimorbid Chronic Disease Risk Assessment and Mitigation","year":2019,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; eHealth; Chronic disease; Disease; Digital health; Environmental health; Risk analysis (engineering); Intensive care medicine; Health care; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002838286,0.0004878455,0.0003253701,0.001013995,0.000346455,0.001883561,0.001057835,0.0008487712,0.007420828],"category_scores_gemma":[0.00569294,0.000242219,0.0005059091,0.0005245081,0.0003109198,0.002544448,0.004198841,0.001214871,0.002545004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003687819,"about_ca_system_score_gemma":0.001265583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007996335,"about_ca_topic_score_gemma":0.001155106,"domain_scores_codex":[0.9991332,0.0003144782,0.0000707461,0.0001631291,0.0002568342,0.0000617626],"domain_scores_gemma":[0.9976698,0.0009073266,0.0002381882,0.0004520101,0.0003926359,0.000340121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007772124,0.0007542925,0.02853617,0.001094539,0.0002151541,0.0005152695,0.002653888,0.005125363,0.01605423,0.029401,0.07562868,0.8392443],"study_design_scores_gemma":[0.0003274997,0.001468686,0.04669194,0.001176094,0.0004592335,0.001818065,0.00214818,0.1029555,0.03398519,0.1264011,0.6821825,0.0003859062],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0855263,0.003335947,0.7911094,0.01434587,0.0008572824,0.001476252,0.01038719,0.04617099,0.0467908],"genre_scores_gemma":[0.416805,0.003669357,0.5451754,0.004598831,0.0005871951,0.001068794,0.00912639,0.0010862,0.0178828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007420828,"threshold_uncertainty_score":0.02482516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404095761101751,"score_gpt":0.415665431015207,"score_spread":0.3616244734041895,"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."}}