{"id":"W7132003752","doi":"","title":"A unified data platform for maritime analytics and predictive modeling in Arctic operations","year":2025,"lang":"en","type":"article","venue":"NPARC","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Interpretability; Dashboard; Analytics; Geospatial analysis; Visualization; Field (mathematics); Data visualization; Turnkey; Univariate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002071843,0.00006458458,0.00008662144,0.0000437458,0.0001115464,0.00002314618,0.0001911166,0.0000404184,0.0005592327],"category_scores_gemma":[0.00004906576,0.00005963368,0.00001175739,0.0001975018,0.00005499298,0.0001807763,0.0001369862,0.00007588191,0.000003310178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004797868,"about_ca_system_score_gemma":0.00002430176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000260565,"about_ca_topic_score_gemma":0.0005921722,"domain_scores_codex":[0.9993563,0.000005511212,0.0001528269,0.0002545378,0.00007899835,0.0001518854],"domain_scores_gemma":[0.99964,0.00003949097,0.000007710149,0.0002605382,0.000006486285,0.00004579307],"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":[0.0002490173,0.0007317851,0.07764009,0.000206391,0.00005673128,0.0000145298,0.00150078,0.8412739,0.006065998,0.01314293,0.003039287,0.05607857],"study_design_scores_gemma":[0.0002325538,0.00001926879,0.003040991,0.00002958668,0.00001902348,6.834285e-7,0.0001115437,0.98944,0.00001763029,0.006448478,0.0005774661,0.00006273005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4500872,0.00004641215,0.4658276,0.002157203,0.00007807915,0.001065693,0.0003189557,0.00004519561,0.08037364],"genre_scores_gemma":[0.9871228,0.00002233642,0.01180133,0.00009539436,0.000005432987,0.00002084021,0.0001023863,0.000003841884,0.0008256356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5370356,"threshold_uncertainty_score":0.6123206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03712294086108012,"score_gpt":0.2682411613304554,"score_spread":0.2311182204693753,"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."}}