{"id":"W4408174759","doi":"10.1186/s41072-025-00198-z","title":"Pilot dispatching problem along a maritime corridor: a case study in the St. Lawrence River","year":2025,"lang":"en","type":"article","venue":"Journal of Shipping and Trade","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université Laval","funders":"Mitacs","keywords":"Range (aeronautics); Hydrology (agriculture); Environmental science; Geography; Oceanography; Geology; Engineering; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001491487,0.000553422,0.0003919684,0.000510524,0.001834312,0.001326364,0.00110102,0.001369759,0.001405951],"category_scores_gemma":[0.002375123,0.0003226373,0.000432721,0.0008348166,0.0006464469,0.0005368154,0.0005659137,0.0006994801,0.00009711253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003060002,"about_ca_system_score_gemma":0.004337528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2190029,"about_ca_topic_score_gemma":0.2625031,"domain_scores_codex":[0.9991717,0.0004213158,0.00003809453,0.00009084815,0.0001024973,0.0001754387],"domain_scores_gemma":[0.9979087,0.001377922,0.0001561414,0.00005797486,0.0002651615,0.0002340435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000474488,0.00105708,0.02623746,0.0001291669,0.00006913162,0.00440725,0.0007801215,0.9339746,0.005342707,0.00308413,0.001517507,0.02292633],"study_design_scores_gemma":[0.0001642106,0.0005451879,0.008435967,0.00001938569,0.00002904452,0.0001766637,0.002809997,0.9835951,0.001923358,0.0008315875,0.001436157,0.00003322083],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836177,0.00004673647,0.01354173,0.0003053937,0.000009851857,0.0001746188,0.000108592,0.00006949707,0.002126009],"genre_scores_gemma":[0.9830784,0.00003407279,0.0153188,0.00002359055,0.000004007084,0.00006787235,0.00007744106,0.00000688147,0.001388905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7809972,"threshold_uncertainty_score":0.4354563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201951330295994,"score_gpt":0.2486287478571161,"score_spread":0.2266092345541562,"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."}}