{"id":"W4312105023","doi":"10.1093/geroni/igac059.255","title":"ECONSULT IMPROVES ACCESS TO SPECIALIST ADVICE FOR PRIMARY CARE PROVIDERS","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Referral; Primary care; Medicine; Equity (law); Specialist care; Family medicine; Medical emergency; Nursing","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":[0.0004240436,0.00009049589,0.0001388918,0.0009780625,0.0002752748,0.0002024281,0.0002697791,0.00003515957,0.00003077033],"category_scores_gemma":[0.0001434672,0.0001037205,0.00001737559,0.002272033,0.00001125315,0.0006753235,0.0003044821,0.0001487492,0.0000079474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489033,"about_ca_system_score_gemma":0.00008263981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003088357,"about_ca_topic_score_gemma":0.0009174189,"domain_scores_codex":[0.9989306,0.000007412807,0.0004396111,0.0002552945,0.0001375543,0.0002294835],"domain_scores_gemma":[0.9992865,0.0000247724,0.0002226187,0.0001545947,0.0003074975,0.000003985121],"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":[0.00008414962,0.00006540161,0.1108988,0.003278209,0.00001824895,0.00001400266,0.00132831,0.0003582972,0.003005381,0.2223919,0.02509573,0.6334616],"study_design_scores_gemma":[0.0005691556,0.00001297317,0.02916127,0.0000539087,0.000003525189,0.000001339132,0.004269495,0.0002672327,0.00006808613,0.00259517,0.9627914,0.0002064345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540275,0.00005979323,0.0009757108,0.02294005,0.001684848,0.001907774,0.00001697454,0.0003689633,0.01801837],"genre_scores_gemma":[0.985278,2.775458e-7,0.0003331917,0.01276431,0.0006579999,0.0006739658,0.000140822,0.00002206932,0.0001293265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9376957,"threshold_uncertainty_score":0.4668692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819805191237237,"score_gpt":0.2983181187666116,"score_spread":0.2701200668542393,"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."}}