{"id":"W4281665168","doi":"10.3390/curroncol29060318","title":"Cancer Clinic Redesign: Opportunities for Resource Optimization","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Agile software development; Schedule; Analytics; Software deployment; Operations management; Operations research; Computer science; Data science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003962857,0.0008575002,0.0005767332,0.0009532492,0.0007104784,0.003400821,0.001707052,0.0009223783,0.003379682],"category_scores_gemma":[0.01134162,0.0004168186,0.0005645195,0.001458614,0.0007386745,0.00356642,0.001542239,0.001354362,0.0006286555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114944,"about_ca_system_score_gemma":0.006497396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007989578,"about_ca_topic_score_gemma":0.01041949,"domain_scores_codex":[0.9977161,0.00102048,0.0001235347,0.0003135662,0.0004996374,0.0003266702],"domain_scores_gemma":[0.9951567,0.001858643,0.0005751129,0.0009815784,0.0008989405,0.0005289671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000261722,0.0008983328,0.01631036,0.0003146629,0.0001207574,0.0001970659,0.0007525738,0.5120891,0.004019879,0.04271032,0.01276561,0.4095596],"study_design_scores_gemma":[0.00008365307,0.0003653018,0.004740616,0.0001108784,0.00003750971,0.00009321803,0.001451438,0.9127236,0.002417953,0.04373946,0.03417578,0.00006059892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2407123,0.002303967,0.6907662,0.02932709,0.0004796555,0.001058785,0.0009013487,0.003464394,0.03098626],"genre_scores_gemma":[0.8030962,0.0009093235,0.1915087,0.0006401487,0.0001545399,0.0002651254,0.0006998775,0.0002567624,0.002469369],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007989578,"threshold_uncertainty_score":0.02095783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6218594491725673,"score_gpt":0.5845756783582959,"score_spread":0.03728377081427137,"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."}}