{"id":"W4400491106","doi":"10.1109/cscwd61410.2024.10580473","title":"Bus Driver Rostering via Extending Group Multirole Assignment","year":2024,"lang":"en","type":"article","venue":"","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Computer science; Group (periodic table)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001410232,0.0009947517,0.0007494271,0.0007074104,0.0008150137,0.0008012273,0.001458905,0.000768409,0.003543604],"category_scores_gemma":[0.002419393,0.00029047,0.0009081058,0.0006425293,0.0005169681,0.001355224,0.001777728,0.0007344259,0.0004655125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006184083,"about_ca_system_score_gemma":0.0009042783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003587192,"about_ca_topic_score_gemma":0.003218299,"domain_scores_codex":[0.9987144,0.0005687022,0.00004084192,0.0002528744,0.0002326762,0.0001904832],"domain_scores_gemma":[0.9990932,0.0002813078,0.0001542041,0.0001527316,0.0001669869,0.0001515669],"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":[0.0002249108,0.0002545016,0.00304528,0.0001143383,0.000056834,0.0002415165,0.0003300055,0.8397063,0.008102641,0.01468477,0.001944178,0.1312947],"study_design_scores_gemma":[0.00001690234,0.0001259428,0.0003128348,0.000006510239,0.000015021,0.00005380929,0.00008090592,0.9908908,0.0009909809,0.006091707,0.001401794,0.00001287368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08338403,0.0001267344,0.9094757,0.0001818196,0.00005065992,0.0002086394,0.00006071706,0.0003641481,0.006147535],"genre_scores_gemma":[0.8394833,0.00006638983,0.1578692,0.00005853928,0.00001772811,0.0001487579,0.000082632,0.00004038215,0.002233142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003587192,"threshold_uncertainty_score":0.01185459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008317017120878355,"score_gpt":0.2191522976873805,"score_spread":0.2108352805665021,"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."}}