{"id":"W3188321275","doi":"10.1111/1475-6773.13739","title":"Differences in health care spending and utilization among older frail adults in <scp>high‐income</scp> countries: <scp>ICCONIC</scp> hip fracture persona","year":2021,"lang":"en","type":"article","venue":"Health Services Research","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto","funders":"Health Foundation; Commonwealth Fund","keywords":"Medicine; Acute care; Specialty; Inpatient care; Hip fracture; Health care; Family medicine; Medicaid; Demography; Gerontology","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"],"consensus_categories":[],"category_scores_codex":[0.001838754,0.0003923249,0.001002823,0.001026728,0.0005491601,0.0002031593,0.0003080936,0.000462208,0.000128295],"category_scores_gemma":[0.0005047724,0.0003453398,0.00006683064,0.001820485,0.0001968282,0.0003577241,0.0002156949,0.001926528,0.00003468815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007718445,"about_ca_system_score_gemma":0.001797997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02101965,"about_ca_topic_score_gemma":0.05095701,"domain_scores_codex":[0.9937272,0.001028494,0.0009133338,0.001043122,0.001563351,0.001724471],"domain_scores_gemma":[0.9955915,0.002094288,0.0003367026,0.0005611271,0.0005459043,0.0008705016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003995836,0.0001646504,0.8276517,0.01295851,0.00002329355,0.0001719409,0.1558478,0.000006066249,0.000007497306,0.0000800447,0.0004537276,0.002594749],"study_design_scores_gemma":[0.00224508,0.0003594163,0.8101422,0.004607962,0.000005272178,0.0000194314,0.1741055,0.0007876895,0.0001647674,0.00007465418,0.007428803,0.00005931853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534132,0.04106315,0.00001723106,0.003296117,0.0001711724,0.001464691,0.00006119109,0.00006575868,0.0004474978],"genre_scores_gemma":[0.979562,0.01470798,0.0001380085,0.004322885,0.0002948836,0.00009000023,0.0003961301,0.00006444711,0.0004237032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02993737,"threshold_uncertainty_score":0.9998999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694639910242713,"score_gpt":0.376483457407345,"score_spread":0.3395370583049178,"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."}}