{"id":"W4285132227","doi":"10.2139/ssrn.4104581","title":"Staff Scheduling During a Pandemic: The Case of Radiation Therapy Department","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Scheduling and Timetabling Solutions","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Grand River Hospital; University of Waterloo","funders":"","keywords":"Emergency department; Pandemic; Medical emergency; Medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Nursing; Internal medicine","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":[0.004717136,0.0005511916,0.0004500137,0.0005821951,0.003513935,0.002296676,0.001591997,0.004506478,0.004737981],"category_scores_gemma":[0.009273518,0.0005871564,0.0006653899,0.0008975117,0.001296705,0.00142213,0.001309839,0.003161273,0.0004000529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831029,"about_ca_system_score_gemma":0.004214297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02144626,"about_ca_topic_score_gemma":0.02121715,"domain_scores_codex":[0.9975632,0.001145786,0.0000993456,0.0002100661,0.0003188423,0.000662805],"domain_scores_gemma":[0.9918442,0.004296268,0.0007886512,0.0002905051,0.0006950211,0.002085378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00267928,0.002541219,0.05496681,0.001070332,0.0003656929,0.05942625,0.009366142,0.5663054,0.0125286,0.07546563,0.08542559,0.1298591],"study_design_scores_gemma":[0.0006206908,0.001931296,0.03386623,0.0004650258,0.000199819,0.01602889,0.05472133,0.7188795,0.004722106,0.06930556,0.0988797,0.000379849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8233617,0.002059238,0.0509866,0.0746334,0.002763039,0.0005571332,0.0008745922,0.000451596,0.04431272],"genre_scores_gemma":[0.9744284,0.0006075494,0.0206363,0.001210764,0.0004967846,0.00004257367,0.0001367849,0.00006058833,0.002380373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02144626,"threshold_uncertainty_score":0.04264283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476673047134911,"score_gpt":0.3511099761227269,"score_spread":0.2963432456513778,"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."}}