{"id":"W4402801087","doi":"10.1080/03155986.2024.2399987","title":"Coordinated referral and scheduling decisions for specialized healthcare services","year":2024,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Referral; Health care; Scheduling (production processes); Business; Medical emergency; Operations management; Computer science; Nursing; Medicine; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003992124,0.000682904,0.001104571,0.0006016937,0.0008004119,0.002144369,0.001157377,0.001418843,0.0030695],"category_scores_gemma":[0.01071556,0.0007670822,0.0004949897,0.0007155777,0.001092359,0.001442508,0.001305462,0.001255275,0.0002675412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003776319,"about_ca_system_score_gemma":0.004321338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009423658,"about_ca_topic_score_gemma":0.006410943,"domain_scores_codex":[0.9965054,0.001432402,0.0001303924,0.0005020173,0.0003757864,0.001054059],"domain_scores_gemma":[0.9932675,0.003271164,0.001675681,0.0003038137,0.0004575837,0.00102422],"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":[0.0005282721,0.0003059081,0.007158961,0.00005254911,0.00005769008,0.000381488,0.0002942464,0.9398739,0.004345752,0.029676,0.001468914,0.01585625],"study_design_scores_gemma":[0.00008589924,0.000185436,0.003837442,0.00001294913,0.00002508278,0.00009492468,0.0003316141,0.9754346,0.001344427,0.01760075,0.00101737,0.00002951581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6947982,0.0004794746,0.2905906,0.002881106,0.00009425375,0.0003125042,0.0002596729,0.0002840111,0.01030032],"genre_scores_gemma":[0.9873082,0.0001065608,0.01129998,0.00008765661,0.00003818777,0.00003180036,0.00005317753,0.00001718471,0.001057436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009423658,"threshold_uncertainty_score":0.02739918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291548291213765,"score_gpt":0.5210207939905676,"score_spread":0.2918659648691911,"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."}}