{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006682395,0.0001648761,0.0003828886,0.001275852,0.0005665726,0.002062924,0.0007232995,0.000712125,0.04699409],"category_scores_gemma":[0.04944468,0.0001339499,0.0008193014,0.0009039983,0.0004812452,0.0015293,0.002125728,0.0008466633,0.002687792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003118108,"about_ca_system_score_gemma":0.004057526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008869745,"about_ca_topic_score_gemma":0.01537062,"domain_scores_codex":[0.9957588,0.002110279,0.0002882629,0.000202364,0.001140724,0.0004995149],"domain_scores_gemma":[0.9707072,0.01655241,0.003665529,0.0009904327,0.002850328,0.00523404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002275889,0.002560565,0.08195525,0.0005923726,0.000151492,0.0002441002,0.000697528,0.0005028436,0.0002837185,0.001496288,0.1413298,0.7679101],"study_design_scores_gemma":[0.005353459,0.01211501,0.7323504,0.0038368,0.000615317,0.001678141,0.003208923,0.01290541,0.002125552,0.007346353,0.2182645,0.0002001696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7217831,0.009153733,0.002856077,0.1311322,0.002591124,0.0004682906,0.004484117,0.002884216,0.1246471],"genre_scores_gemma":[0.974096,0.001641738,0.004104201,0.007537807,0.001084474,0.0001036426,0.001107463,0.0001151551,0.01020955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04699409,"threshold_uncertainty_score":0.1572109,"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."}}