{"id":"W2552424598","doi":"10.1177/2333721416677195","title":"Improving Access to Specialist Care for an Aging Population","year":2016,"lang":"en","type":"article","venue":"Gerontology and Geriatric Medicine","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Referral; Population; Primary care; Family medicine; Gerontology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003460599,0.0001326078,0.000312996,0.0003257713,0.0002301808,0.00003480561,0.0001701969,0.0001476358,0.00006260555],"category_scores_gemma":[0.0003220229,0.00008618917,0.00002017543,0.0001935355,0.00004625457,0.0005088414,0.00008691814,0.00005003483,0.000009585387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003772247,"about_ca_system_score_gemma":0.0000137398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01384963,"about_ca_topic_score_gemma":0.009792359,"domain_scores_codex":[0.998934,0.00001439507,0.0003047952,0.0003516139,0.00008145393,0.00031369],"domain_scores_gemma":[0.9993889,0.00006018519,0.0001728444,0.0002036782,0.0001406464,0.00003373382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006183269,0.000007900475,0.05535081,0.0004360947,0.000008264052,0.000004588976,0.0002003278,2.496949e-7,0.0005793285,0.01903954,0.002868405,0.9214426],"study_design_scores_gemma":[0.004055562,0.0004033837,0.4890034,0.0002327385,0.0001403532,0.00002721183,0.001460827,0.0001319704,0.00003981288,0.008605797,0.4953102,0.0005886918],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375729,0.001065796,0.02340161,0.03201944,0.002543232,0.001140682,0.00000603013,0.000254089,0.001996236],"genre_scores_gemma":[0.9928818,0.00001117222,0.000230567,0.00177994,0.004887488,0.00006422526,0.00002617873,0.00001538263,0.0001032359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.920854,"threshold_uncertainty_score":0.9927172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04908951891829414,"score_gpt":0.3312996113125215,"score_spread":0.2822100923942273,"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."}}