{"id":"W2300738541","doi":"10.1136/bmj.i1312","title":"The chronic disease explosion: artificial bang or empirical whimper?","year":2016,"lang":"en","type":"article","venue":"BMJ","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McGill University; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Computer science; Disease; Chronic disease; Data science; Medicine; Intensive care medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02804969,0.0008655112,0.001988885,0.002391456,0.00195036,0.00711089,0.00390054,0.01657726,0.01577451],"category_scores_gemma":[0.2125485,0.0006097284,0.001122598,0.002240071,0.01439696,0.01816777,0.005456391,0.02744241,0.003765532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002338896,"about_ca_system_score_gemma":0.005639467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005187507,"about_ca_topic_score_gemma":0.00571356,"domain_scores_codex":[0.9883162,0.005196792,0.00119253,0.001542155,0.003047558,0.0007046572],"domain_scores_gemma":[0.8489951,0.1196511,0.007060184,0.005540159,0.01303532,0.005718179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003881296,0.0001406428,0.007526275,0.0006173911,0.0004906624,0.0006117318,0.002712698,0.0002270533,0.0001265668,0.0807263,0.8517724,0.05466015],"study_design_scores_gemma":[0.0004657188,0.0001762614,0.006926793,0.003630952,0.000270937,0.0007673983,0.01422755,0.001189722,0.0003003215,0.3118638,0.6598958,0.0002846267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006184553,0.004379579,0.0003161145,0.9848037,0.008029681,0.000007377902,0.00005602883,0.00001291003,0.001776204],"genre_scores_gemma":[0.03321526,0.01029382,0.001032157,0.9148875,0.03750086,0.00005887452,0.00007711253,0.0000930341,0.002841373],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02804969,"threshold_uncertainty_score":0.1483427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206036484693038,"score_gpt":0.4065984783354292,"score_spread":0.2859948298661255,"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."}}