{"id":"W4399124843","doi":"10.1080/14942119.2024.2359339","title":"Solution approaches to reduce problems with unbalanced supply and demand in transportation and harvest planning","year":2024,"lang":"en","type":"article","venue":"International Journal of Forest Engineering","topic":"Transportation Systems and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université Laval","funders":"","keywords":"Business; Supply and demand; Transport engineering; Operations management; Environmental economics; Economics; Engineering; Microeconomics","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":[0.002276315,0.00123469,0.0009225655,0.001133374,0.000880665,0.001122699,0.001435403,0.001269424,0.003113524],"category_scores_gemma":[0.004325096,0.0008249289,0.0008052894,0.001463846,0.0007133883,0.001717372,0.002085293,0.001447971,0.0002920038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001336953,"about_ca_system_score_gemma":0.002111424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006324599,"about_ca_topic_score_gemma":0.00692846,"domain_scores_codex":[0.9988833,0.0004755358,0.00005683166,0.0001944645,0.0002271199,0.0001628345],"domain_scores_gemma":[0.9984351,0.001006602,0.0002076807,0.00009617048,0.0001758426,0.0000786741],"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":[0.00004812313,0.00006264743,0.0005009168,0.0001297813,0.00004884191,0.00004969174,0.0001394371,0.9560796,0.0007079821,0.01125268,0.0006790914,0.03030129],"study_design_scores_gemma":[0.0000389235,0.00008604023,0.0002090627,0.00002995849,0.00002519207,0.00004361895,0.0001300834,0.9830528,0.0005563411,0.01327313,0.002544503,0.00001034043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02834352,0.0006509444,0.96649,0.0004491985,0.00005304828,0.0001252502,0.00009083142,0.0001789548,0.00361829],"genre_scores_gemma":[0.5205724,0.000686163,0.4757996,0.0001882017,0.00007576506,0.0003496003,0.0002360311,0.0001329417,0.001959425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006324599,"threshold_uncertainty_score":0.01257557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02949398881273179,"score_gpt":0.2195030431758744,"score_spread":0.1900090543631426,"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."}}