{"id":"W7038019594","doi":"","title":"Generating outpatient chemotherapy appointment templates with balanced flowtime and makespan","year":2019,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Job shop scheduling; Chemotherapy; Completion (oil and gas wells); Outpatient clinic","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":[0.0007300259,0.000972644,0.0007114083,0.0009866435,0.0005921264,0.001205268,0.001248426,0.0008190286,0.008888797],"category_scores_gemma":[0.004208932,0.0008077487,0.0009795089,0.00135945,0.0002748964,0.0007650866,0.0007190405,0.0006804399,0.001423521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277076,"about_ca_system_score_gemma":0.00444126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186041,"about_ca_topic_score_gemma":0.01765007,"domain_scores_codex":[0.9993296,0.0001369113,0.00003841509,0.000152238,0.0001976006,0.0001453027],"domain_scores_gemma":[0.9983715,0.0008309529,0.0001421629,0.0002019504,0.0002923477,0.0001611177],"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":[0.0008839692,0.0005244109,0.006914956,0.0002005012,0.00006073821,0.0003056383,0.0001531758,0.7023236,0.007405027,0.005096343,0.02698367,0.249148],"study_design_scores_gemma":[0.00009024773,0.00009718831,0.0008270082,0.000008519971,0.00002171631,0.00004246086,0.00007345412,0.9888626,0.003391922,0.003971096,0.002602484,0.00001126221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3890438,0.0004940418,0.5494342,0.001603702,0.000556728,0.001638684,0.00791919,0.01929193,0.03001778],"genre_scores_gemma":[0.6733941,0.0001490981,0.3125864,0.0001575279,0.00007357348,0.000407607,0.004844279,0.0009893632,0.007398062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01186041,"threshold_uncertainty_score":0.02973604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549391131921569,"score_gpt":0.3529738495072421,"score_spread":0.3174799381880264,"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."}}