{"id":"W1983328966","doi":"10.12927/hcq.2011.22485","title":"Chronic Conditions More Than Age Drive Health System Use in Canadian Seniors","year":2011,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Medical prescription; Health care; Medicine; Chronic condition; Family medicine; Health administration; Chronic disease; Gerontology; Public health; Nursing; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006929752,0.0003405475,0.001329544,0.001166488,0.0004539508,0.0001035203,0.0003653908,0.0002992545,0.0002770651],"category_scores_gemma":[0.0002270371,0.0004662612,0.0001597412,0.000454922,0.0001125069,0.0007628999,0.00001395076,0.0004521769,0.002184115],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008199152,"about_ca_system_score_gemma":0.003131926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.937164,"about_ca_topic_score_gemma":0.956403,"domain_scores_codex":[0.9922742,0.0007710739,0.004403163,0.0008941389,0.0001247006,0.001532761],"domain_scores_gemma":[0.9955869,0.0002923117,0.001658755,0.0009386602,0.00009010476,0.001433215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001509706,0.0000997874,0.3803359,0.002541048,0.00007537346,0.0001128718,0.07031746,0.00002034007,6.045227e-7,0.5333053,0.01228506,0.0008911834],"study_design_scores_gemma":[0.001377724,0.001109978,0.9254976,0.0009177095,0.000005635984,0.00006766673,0.02840992,0.001663695,8.799865e-7,0.003684228,0.03636924,0.0008957217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8168293,0.005678442,0.0006423739,0.1559779,0.003465124,0.005205959,0.006024437,0.0004688144,0.0057077],"genre_scores_gemma":[0.9880236,0.00004564823,0.0007456483,0.009854698,0.0003960512,0.0003198907,0.0002807998,0.00007215164,0.0002615171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5451617,"threshold_uncertainty_score":0.9997789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2526771361299527,"score_gpt":0.3960216339673548,"score_spread":0.1433444978374021,"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."}}