{"id":"W2138730742","doi":"10.1186/gm259","title":"Systems medicine and integrated care to combat chronic noncommunicable diseases","year":2011,"lang":"en","type":"article","venue":"Genome Medicine","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Universität Rostock; European Commission; Université Joseph Fourier; Institut National de la Santé et de la Recherche Médicale; National University of Ireland, Maynooth; Directorate for Biological Sciences; University of Leicester; National Institute for Health and Care Research; Wellcome Trust; Centre National de la Recherche Scientifique; National University of Ireland; Université du Luxembourg","keywords":"Systems medicine; Medicine; Precision medicine; Disease; Healthcare system; Health care; Scale (ratio); Systems biology; Personalized medicine; Risk analysis (engineering); Knowledge management; Computer science; Bioinformatics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002530921,0.0004112225,0.0009513717,0.0004568152,0.00015586,0.0000174317,0.0003611498,0.00008518053,0.002514614],"category_scores_gemma":[0.0001839786,0.0002857638,0.00005812938,0.0006091633,0.0006745951,0.000103405,0.0002847081,0.0002612475,0.0001136153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00056564,"about_ca_system_score_gemma":0.0002556492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002783323,"about_ca_topic_score_gemma":0.0001214381,"domain_scores_codex":[0.9977249,0.00008958019,0.0005770781,0.0005367195,0.0005228645,0.0005488966],"domain_scores_gemma":[0.9975954,0.0000878684,0.0001263234,0.001138457,0.0002436047,0.0008083758],"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":[0.007960376,0.002939628,0.1106518,0.04823804,0.007075097,0.006898475,0.1655063,0.0004176641,0.03014175,0.08160299,0.4261758,0.1123921],"study_design_scores_gemma":[0.02152996,0.01329839,0.2407233,0.008549265,0.004051371,0.0002508732,0.1193022,0.0006046848,0.0000588057,0.0004453638,0.5899078,0.00127807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2488224,0.3626818,0.001449529,0.01349306,0.002511322,0.006354823,0.0001491803,0.001213185,0.3633247],"genre_scores_gemma":[0.9926565,0.001890642,0.0001792341,0.001127782,0.0008768433,0.0001342112,0.0004577767,0.00006566084,0.002611317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7438341,"threshold_uncertainty_score":0.9999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06733988274244064,"score_gpt":0.3104110724445373,"score_spread":0.2430711897020967,"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."}}