{"id":"W2085057514","doi":"10.1371/journal.pone.0096291","title":"Understanding the Evolution of Multimorbidity: Evidences from the North West Adelaide Health Longitudinal Study (NWAHS)","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Centre Hospitalier de l’Université de Montréal; Ministry of Health and Social Services; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Multimorbidity; Medicine; Asthma; Diabetes mellitus; COPD; Longitudinal study; Comorbidity; Disease; Internal medicine; Pulmonary disease; Mood; Chronic disease; Mood disorders; Pediatrics; Demography; Endocrinology; Psychiatry; Pathology; Anxiety","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":[0.003314221,0.0001369346,0.0002332748,0.00115743,0.0006359026,0.0008223621,0.0004890984,0.0004552428,0.0008119897],"category_scores_gemma":[0.009941238,0.0003245946,0.0003510696,0.001569163,0.0004091552,0.0008532213,0.001345526,0.0007861044,0.0001148656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005437479,"about_ca_system_score_gemma":0.0007747968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05659726,"about_ca_topic_score_gemma":0.06823866,"domain_scores_codex":[0.9989548,0.0004307911,0.0001178503,0.0001859818,0.0001765692,0.0001339909],"domain_scores_gemma":[0.9939375,0.001528942,0.002256848,0.0005779911,0.001046492,0.0006523026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002610252,0.00001117985,0.997387,0.00001195469,0.00003601834,0.00003118808,0.0004150475,0.00001458271,0.00003030461,0.00002842747,0.0001002417,0.001908002],"study_design_scores_gemma":[6.56022e-7,0.000006143711,0.999543,0.000008979701,0.000006422242,0.00002799964,0.0002126655,0.00004183465,0.000006777821,0.00001236902,0.0001319828,0.000001190014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963181,0.001417835,0.0001095134,0.0006946216,0.000008329165,0.000009945991,0.000487756,0.000002351792,0.000951465],"genre_scores_gemma":[0.9986014,0.0005154263,0.0002027811,0.00007941728,0.00001329591,0.000008451243,0.0004510885,0.000001395301,0.0001266799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05659726,"threshold_uncertainty_score":0.1125357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3574570753939359,"score_gpt":0.3473233042875373,"score_spread":0.01013377110639857,"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."}}