{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004402603,0.0001447771,0.0002376127,0.0005733755,0.002949885,0.0008752161,0.0001053251,0.000290924,0.00005683365],"category_scores_gemma":[0.0007677602,0.0001171071,0.00003121997,0.0005356412,0.0000675335,0.002162632,0.0000959946,0.0005925889,0.0001333389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936551,"about_ca_system_score_gemma":0.00117054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390034,"about_ca_topic_score_gemma":0.0002384507,"domain_scores_codex":[0.9973425,0.0003398517,0.001055076,0.0002222197,0.0005747795,0.0004655526],"domain_scores_gemma":[0.995448,0.001506802,0.00008166558,0.0001651833,0.002539556,0.0002588087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002118191,0.00001363152,0.001827574,0.003905179,0.00005353219,0.000001387271,0.0167225,0.004467373,0.00006209116,0.9456844,0.00566129,0.02138927],"study_design_scores_gemma":[0.0008589763,0.0001343,0.001176368,0.001268621,0.000006104013,0.00001094452,0.01438221,0.5780349,0.000003822389,0.0004458305,0.4035089,0.0001689646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6810186,0.01271455,0.172989,0.06907309,0.007990007,0.02508282,0.00290115,0.001020655,0.02721016],"genre_scores_gemma":[0.9870165,0.0008895159,0.006192592,0.0009129585,0.0006612035,0.001296421,0.00125371,0.00002257684,0.001754537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9452385,"threshold_uncertainty_score":0.9983481,"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."}}