{"id":"W4312067918","doi":"10.1093/geroni/igac059.256","title":"BARRIERS AND FACILITATORS FOR ECONSULT: IMPROVING ACCESS TO SPECIALIST ADVICE IN LONG-TERM CARE","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":"Champion; Long-term care; Workflow; Nursing; Primary care; Specialist care; Medicine; Business; Family medicine; Political science; Management","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":[0.0005597892,0.00008925679,0.000139877,0.001274585,0.0002128637,0.0001517102,0.0001714409,0.00003859321,0.00004381852],"category_scores_gemma":[0.0002994548,0.0001068089,0.00001044012,0.002029752,0.00001471453,0.000527379,0.0002652005,0.0001564536,0.000001933537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906765,"about_ca_system_score_gemma":0.0000480675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0045005,"about_ca_topic_score_gemma":0.00526037,"domain_scores_codex":[0.998971,0.00001059882,0.0004289807,0.0002622988,0.0001001665,0.000226973],"domain_scores_gemma":[0.9995605,0.00002695271,0.0001455553,0.000113788,0.0001457073,0.000007464497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001307742,0.000003746296,0.8957096,0.0005434951,0.000002098261,0.000007607972,0.000582491,0.00006884732,0.0001076802,0.01343169,0.0002074636,0.08932216],"study_design_scores_gemma":[0.001834981,0.00002581348,0.8701867,0.0001973887,0.000005590399,0.00000417503,0.01606583,0.001288759,0.0000718455,0.001663358,0.1081487,0.0005068448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994697,0.00005465009,0.0004346433,0.002962216,0.0004926237,0.0006632289,0.00001336216,0.00008143788,0.0006008319],"genre_scores_gemma":[0.9974214,4.255665e-7,0.00007152273,0.001948443,0.000182198,0.0002976797,0.00003923633,0.00001367976,0.00002545494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079412,"threshold_uncertainty_score":0.680344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203112826654511,"score_gpt":0.3012908601053021,"score_spread":0.280979577439851,"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."}}