{"id":"W3127739937","doi":"10.1007/s12469-021-00268-y","title":"Preference-based and cyclic bus driver rostering problem with fixed days off","year":2021,"lang":"en","type":"article","venue":"Public Transport","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Preference; Computer science; Mathematics; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006009537,0.0001601947,0.0001652113,0.00009543577,0.00006520009,0.00004624454,0.00007605006,0.00007075175,0.0001881424],"category_scores_gemma":[0.000002854477,0.0001553621,0.00003318393,0.0004483696,0.00005276334,0.0002649617,0.000002247386,0.0001546641,0.000004547368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002374467,"about_ca_system_score_gemma":0.0001135089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001234253,"about_ca_topic_score_gemma":0.001019807,"domain_scores_codex":[0.9990758,0.000007537693,0.0002576598,0.0002396145,0.0001701436,0.0002492498],"domain_scores_gemma":[0.9994974,0.000016212,0.00002208011,0.0002229935,0.0001282366,0.0001130514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000539614,0.0003955933,0.8902263,0.001131566,0.0003613494,0.0001538171,0.002897289,0.02416821,0.0288475,0.01056968,0.0002880144,0.04090675],"study_design_scores_gemma":[0.001217971,0.00003317388,0.95048,0.00006364026,0.00004935545,0.00001311029,0.0001144579,0.0009138151,0.004217982,0.00004942427,0.04251428,0.0003327398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678941,0.0001155015,0.02612286,0.0005765091,0.00007793886,0.0002302653,0.00008486716,0.000535755,0.004362208],"genre_scores_gemma":[0.995153,0.00003639386,0.003966575,0.0001153917,0.00001673006,0.00008618175,0.0004349955,0.00003089872,0.0001599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06025377,"threshold_uncertainty_score":0.6335484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575625110858417,"score_gpt":0.191540253315028,"score_spread":0.1657840022064438,"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."}}