{"id":"W7105982770","doi":"10.7939/83219","title":"Advancing Construction Planning in Remote Regions: A Stochastic Time-Window Framework for Schedule and Cost Efficiency","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schedule; Critical path method; Scheduling (production processes); Context (archaeology); Stochastic programming; Duration (music); Stochastic modelling; Resource (disambiguation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004285206,0.001953519,0.00171357,0.001356795,0.0007016149,0.002301948,0.002469906,0.00133297,0.005956115],"category_scores_gemma":[0.006312803,0.001275241,0.002015903,0.001752869,0.001524733,0.002831728,0.001868415,0.002771405,0.0006513529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002211421,"about_ca_system_score_gemma":0.003127391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01204782,"about_ca_topic_score_gemma":0.00760398,"domain_scores_codex":[0.998121,0.0007992726,0.00008423154,0.0002939765,0.0004468687,0.0002546444],"domain_scores_gemma":[0.9973117,0.001700942,0.0003374013,0.0001349826,0.0002980536,0.0002169501],"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":[0.0000255988,0.00002327967,0.0001738081,0.0000569455,0.00002064846,0.00004111935,0.00004405883,0.9437707,0.0003973233,0.04808966,0.0003738239,0.006982987],"study_design_scores_gemma":[0.000008866917,0.00002851125,0.00007422387,0.00001485993,0.00001293478,0.00001054464,0.00001355081,0.9799889,0.0001325515,0.01867475,0.001031675,0.000008672268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004587393,0.0003977498,0.9914781,0.000165659,0.00003867613,0.00005878695,0.00008032756,0.0000970019,0.003096244],"genre_scores_gemma":[0.4448228,0.002626032,0.5431433,0.0001244591,0.0002261488,0.0007408975,0.0004524181,0.0003801743,0.007483742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01204782,"threshold_uncertainty_score":0.0239554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325663485222455,"score_gpt":0.294626563504588,"score_spread":0.2713699286523634,"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."}}