{"id":"W3161696192","doi":"10.1097/mlr.0000000000001566","title":"Measuring Multimorbidity","year":2021,"lang":"en","type":"article","venue":"Medical Care","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Institute on Aging; National Institutes of Health","keywords":"Multimorbidity; Medicine; Public health; Health care; Medical record; MEDLINE; Family medicine; Gerontology; Nursing; Chronic disease","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":[0.01002577,0.0006229256,0.0006735374,0.00537758,0.001394254,0.00166171,0.0008921475,0.0006348118,0.004912165],"category_scores_gemma":[0.03414477,0.0003246561,0.001425069,0.003435362,0.0006063484,0.001847404,0.003650887,0.0015052,0.0007754497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232146,"about_ca_system_score_gemma":0.00526398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007120343,"about_ca_topic_score_gemma":0.01155726,"domain_scores_codex":[0.9923685,0.003041056,0.00126028,0.0006725746,0.002146464,0.0005112241],"domain_scores_gemma":[0.9829037,0.005333872,0.004366302,0.001239826,0.00473668,0.00141975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009400325,0.0003334695,0.5853323,0.001982983,0.0006483617,0.00008266379,0.003342977,0.0008739347,0.0005928586,0.008203403,0.02267086,0.3758421],"study_design_scores_gemma":[0.00003871097,0.0004071412,0.9094085,0.003648436,0.0004205727,0.000688477,0.002970084,0.002012348,0.001381713,0.01660653,0.0622846,0.0001330118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6751319,0.02972898,0.09061398,0.02056265,0.001493009,0.006997187,0.032045,0.001296142,0.1421312],"genre_scores_gemma":[0.8784386,0.009827954,0.09449225,0.002504445,0.0003446442,0.003954149,0.006965309,0.00006368721,0.003409012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01002577,"threshold_uncertainty_score":0.05302197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09332101879762937,"score_gpt":0.3442166019289907,"score_spread":0.2508955831313613,"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."}}