{"id":"W3035250802","doi":"10.1080/20476965.2020.1771619","title":"Alternative care providers in rheumatoid arthritis patient care: a queueing and simulation analysis","year":2020,"lang":"en","type":"article","venue":"Health Systems","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Rheumatoid arthritis; Workload; Queueing theory; Discrete event simulation; Physical therapy; Internal medicine; Computer science; Simulation","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":[0.0003991835,0.0001613747,0.0005390143,0.0002509622,0.0007593015,0.00004803729,0.00005755066,0.0001500406,0.00001521871],"category_scores_gemma":[0.0002266334,0.0001589716,0.00004446962,0.0008425543,0.00001823347,0.000217067,0.00003949781,0.0003996927,0.00001616625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005731175,"about_ca_system_score_gemma":0.0007939964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02777375,"about_ca_topic_score_gemma":0.007250303,"domain_scores_codex":[0.9964198,0.001275068,0.001164534,0.0004326473,0.0002727906,0.0004351292],"domain_scores_gemma":[0.9984131,0.0002435189,0.0004169855,0.0001781058,0.0004015608,0.0003466738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002718839,0.000009190552,0.08007875,0.00141847,0.00003016162,0.000004225349,0.240916,0.6684351,0.000001389059,0.0003172364,0.00005703947,0.008705228],"study_design_scores_gemma":[0.0009391052,0.0002626068,0.003337984,0.001024735,0.000009480059,5.704139e-7,0.1511328,0.8393401,9.289455e-7,0.000003384354,0.003758347,0.0001899466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9115496,0.02775658,0.04496613,0.007541728,0.0009132164,0.006396302,0.0001397955,0.0002220135,0.0005145986],"genre_scores_gemma":[0.9954711,0.001272538,0.0008793778,0.001749832,0.000120888,0.00030383,0.000172054,0.00002479994,0.000005643597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709049,"threshold_uncertainty_score":0.9787004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05276291570740711,"score_gpt":0.3941626282107987,"score_spread":0.3413997125033916,"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."}}