{"id":"W4392896973","doi":"10.1061/9780784485286.055","title":"Short-Term Planning of Municipal Infrastructure Maintenance Operations: Problem Statement and Optimization Formulation","year":2024,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scheduling (production processes); Computer science; Term (time); Operations research; Problem statement; Frame (networking); Job shop scheduling; Operations management; Management science; Schedule; Engineering","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":[0.002013397,0.0009934476,0.001277094,0.0007218523,0.0006302876,0.002445301,0.001582978,0.002676816,0.005808295],"category_scores_gemma":[0.0032604,0.0008721123,0.0008730944,0.001360982,0.0008960377,0.001264632,0.001299078,0.001474745,0.0006229485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037392,"about_ca_system_score_gemma":0.003850643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01947296,"about_ca_topic_score_gemma":0.01550234,"domain_scores_codex":[0.9991321,0.0003711992,0.00003539611,0.0001483942,0.0001761017,0.0001367578],"domain_scores_gemma":[0.9984492,0.001059327,0.0001739747,0.0000417815,0.0001989924,0.00007664038],"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":[0.00001641001,0.00002412692,0.0002176156,0.00007599888,0.000007693035,0.00005964327,0.00002701628,0.9918953,0.0001882498,0.002441377,0.0003855161,0.004661025],"study_design_scores_gemma":[0.000007859093,0.00002668382,0.000187233,0.00001652828,0.00000870989,0.0000169759,0.00006056682,0.9973858,0.0001647839,0.001388474,0.0007304043,0.000005910382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06322262,0.001282744,0.9058315,0.001728175,0.00009841703,0.0005173885,0.001001785,0.0003741295,0.02594328],"genre_scores_gemma":[0.7510749,0.001355469,0.2328168,0.0002418866,0.00008175777,0.001295695,0.0008302187,0.0001278206,0.0121754],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01947296,"threshold_uncertainty_score":0.03871924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010285369885717,"score_gpt":0.243929136277909,"score_spread":0.2338262825790519,"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."}}