{"id":"W2728546279","doi":"10.1093/geroni/igx004.2701","title":"FRAILTY AND HOSPITAL USE IN AGED ADULTS: A COMPARATIVE ANALYSIS OF FRANCE AND QUéBEC","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Université de Montréal","funders":"","keywords":"Incentive; Medicine; Hospital care; Population; Demography; Gerontology; Health care; Environmental health; Political science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003873301,0.00007381327,0.000305294,0.0003879243,0.0003529386,0.00002346542,0.00007184884,0.00007178834,0.00001355775],"category_scores_gemma":[0.0003843744,0.00007437187,0.00001357344,0.0006166153,0.0001187953,0.0003374148,0.00006145551,0.0002678566,6.923727e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845395,"about_ca_system_score_gemma":0.00006266304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08323552,"about_ca_topic_score_gemma":0.1369052,"domain_scores_codex":[0.999061,0.0000971597,0.0004453828,0.0001657742,0.00009287168,0.0001378307],"domain_scores_gemma":[0.998992,0.0002251128,0.0004252846,0.0001632126,0.0001786713,0.00001568259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008112967,0.00001304545,0.8356743,0.00003586823,0.0000308447,0.000001353957,0.1627543,0.000003525165,0.00004599011,0.0007750953,0.00003188719,0.0006256767],"study_design_scores_gemma":[0.0006152126,0.000009761073,0.9664348,0.0002818452,0.000017017,1.672768e-8,0.03157154,0.0006107779,0.00002263779,0.0002010596,0.0001590005,0.00007631729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982883,0.0001363386,0.0001633292,0.0004567213,0.00008064886,0.0002127803,0.000009902954,0.00001170525,0.0006402867],"genre_scores_gemma":[0.9992835,0.00002181421,0.0001714701,0.0003187638,0.00002881211,0.0000239935,0.00001135191,0.00000404489,0.0001362601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1311828,"threshold_uncertainty_score":0.9228693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07083383124027538,"score_gpt":0.4198518307534485,"score_spread":0.3490179995131731,"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."}}