{"id":"W4200412529","doi":"10.1371/journal.pone.0261017","title":"A comparison of three strategies to reduce the burden of osteoarthritis: A population-based microsimulation study","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; Research Canada; McGill University; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Microsimulation; Psychological intervention; Population; Overweight; Quality-adjusted life year; Time horizon; Body mass index; Environmental health; Gerontology; Demography; Cost effectiveness; Risk analysis (engineering); Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002991379,0.0008681841,0.0008784374,0.0005263487,0.0003969415,0.0006365069,0.001415857,0.001003426,0.001796091],"category_scores_gemma":[0.007254064,0.0002578232,0.001663741,0.0003796755,0.0004393772,0.0004955827,0.0005696098,0.0007538696,0.00009856534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004892741,"about_ca_system_score_gemma":0.006249125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2243199,"about_ca_topic_score_gemma":0.1247857,"domain_scores_codex":[0.9988987,0.000617296,0.00003077861,0.0001500477,0.00009816092,0.0002050209],"domain_scores_gemma":[0.9972293,0.001784062,0.0003119905,0.0001559354,0.0002981449,0.0002206478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002993673,0.003068854,0.04227895,0.0002431795,0.001661618,0.0001243291,0.0001962145,0.9250621,0.001204147,0.005350285,0.0009848938,0.0168318],"study_design_scores_gemma":[0.001528628,0.005732977,0.03118164,0.00004690758,0.0008603534,0.0000463794,0.0003254538,0.9551752,0.000911966,0.002847473,0.001285895,0.0000571171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897171,0.0002893694,0.00694274,0.0004880709,0.00003113356,0.0003102882,0.0005051739,0.00003512364,0.001680906],"genre_scores_gemma":[0.9955822,0.0001549192,0.00310512,0.0001515921,0.000008266674,0.0002345799,0.00029227,0.000004923778,0.000466026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2243199,"threshold_uncertainty_score":0.4460284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686730899827259,"score_gpt":0.3201929019602069,"score_spread":0.2515198119774811,"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."}}