{"id":"W3128118764","doi":"10.1186/s12889-021-11706-8","title":"Comparisons of disease cluster patterns, prevalence and health factors in the USA, Canada, England and Ireland","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McMaster University; Impact; University of Victoria","funders":"National Institute on Aging; Canadian Institutes of Health Research; National Institutes of Health; Government of Canada; Medical Research Council; Health Research Board","keywords":"Medicine; Biostatistics; Public health; Epidemiology; Demography; Socioeconomic status; Disease; Longitudinal study; Health Survey for England; Cluster (spacecraft); Obesity; Population; Gerontology; Environmental health; Pathology","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":[0.001055224,0.000289477,0.0004911506,0.002650551,0.001299564,0.001224513,0.0007723557,0.0003703541,0.001142844],"category_scores_gemma":[0.003477725,0.0002099359,0.0006006563,0.004692562,0.000580778,0.0003980127,0.001548398,0.0004274047,0.0002098028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01081648,"about_ca_system_score_gemma":0.01359541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9756006,"about_ca_topic_score_gemma":0.9870114,"domain_scores_codex":[0.9987026,0.0001627354,0.0001197787,0.000201694,0.0003313182,0.0004818352],"domain_scores_gemma":[0.997824,0.0001607188,0.0003525273,0.00009075485,0.001142618,0.0004294094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001690654,0.00001648333,0.9872866,0.00009012452,0.0001515591,0.0001192998,0.001249209,0.0001530778,0.0001985005,0.0001405374,0.002077378,0.00834808],"study_design_scores_gemma":[0.000005200941,0.000009350611,0.9978003,0.00003577141,0.00002179378,0.00004395237,0.001265135,0.00009721035,0.00002807763,0.00001600196,0.0006698498,0.000007414621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885676,0.00143422,0.0001477176,0.0003730665,0.00001812778,0.00006975435,0.006061034,0.00001523759,0.003313291],"genre_scores_gemma":[0.9946557,0.0007360985,0.0002043746,0.000116831,0.000005532516,0.0000475093,0.003595236,0.000006327376,0.0006323977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0243994,"threshold_uncertainty_score":0.07847947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08243191236430114,"score_gpt":0.3463595293370282,"score_spread":0.263927616972727,"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."}}