{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001575493,0.0001043649,0.0002433898,0.0001292058,0.00244478,0.000006985381,0.0001485653,0.0001215881,0.005201736],"category_scores_gemma":[0.0002188586,0.0001077442,0.00005516992,0.0001804277,0.00003794804,0.00006740795,0.0001087852,0.0005739381,0.00001290719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189157,"about_ca_system_score_gemma":0.0019422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003282003,"about_ca_topic_score_gemma":0.00004207923,"domain_scores_codex":[0.9974809,0.001125888,0.0006149781,0.000263544,0.000148372,0.0003663342],"domain_scores_gemma":[0.9985134,0.0005760476,0.0002948856,0.0001931856,0.0003080259,0.0001144652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004408414,0.0004677802,0.005717611,0.0003391588,0.00003647582,0.000003755544,0.006619829,0.3463503,0.00001147112,0.005042527,0.513693,0.1212772],"study_design_scores_gemma":[0.0008436134,0.0003097304,0.00006292404,0.00002810031,0.0000226183,9.392225e-7,0.008575567,0.1065295,6.587597e-7,0.00007095453,0.8834481,0.0001073451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04017467,0.008026736,0.6767139,0.1697057,0.03791111,0.01420101,0.001607588,0.0009712495,0.05068807],"genre_scores_gemma":[0.328954,0.0216199,0.2218366,0.05712604,0.01664646,0.1344691,0.01949458,0.000804543,0.1990488],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4548773,"threshold_uncertainty_score":0.9988539,"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."}}