{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008866065,0.0009697358,0.0005775372,0.001987192,0.001883471,0.005785433,0.001671373,0.002775568,0.007574022],"category_scores_gemma":[0.005489084,0.0002307314,0.0009688419,0.001543435,0.003189228,0.003752901,0.005974437,0.001878822,0.0009150007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004610719,"about_ca_system_score_gemma":0.01604771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003367002,"about_ca_topic_score_gemma":0.004391899,"domain_scores_codex":[0.9929473,0.004380335,0.0002819034,0.0005874552,0.001234209,0.0005686417],"domain_scores_gemma":[0.9971656,0.001036557,0.0003884299,0.000225896,0.0005518498,0.0006316559],"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":[0.00008740889,0.0006050484,0.008324856,0.002131452,0.0006274823,0.0003903093,0.004409583,0.01599249,0.002375125,0.6129263,0.05318782,0.2989421],"study_design_scores_gemma":[0.0002686817,0.001120831,0.006252675,0.001637602,0.0003263465,0.000497086,0.006607739,0.01889179,0.001992875,0.6119392,0.3503555,0.0001096368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.04141426,0.02081881,0.4439553,0.3342179,0.002950943,0.001507092,0.0006142495,0.001231737,0.1532899],"genre_scores_gemma":[0.6482067,0.01559931,0.2971757,0.01988438,0.001964621,0.001369322,0.0006690314,0.00008695065,0.01504395],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008866065,"threshold_uncertainty_score":0.04688883,"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."}}