{"id":"W3046661465","doi":"10.4236/jwarp.2020.128039","title":"St. Lawrence Seaway: Western Great Lakes Basin","year":2020,"lang":"en","type":"article","venue":"Journal of Water Resource and Protection","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Food and Agriculture; University of Illinois at Urbana-Champaign; Iowa State University; U.S. Department of Agriculture","keywords":"Tributary; Bay; Shelf ice; Hydrology (agriculture); Oceanography; Environmental science; Archaeology; Geology; Geography; Arctic","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":[0.0003307535,0.001305159,0.0005643772,0.002105823,0.001934101,0.005994593,0.001122921,0.001386297,0.2575381],"category_scores_gemma":[0.0008812539,0.0005259715,0.0002754377,0.00444028,0.0007053031,0.002798829,0.002499975,0.001480825,0.1315145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003712225,"about_ca_system_score_gemma":0.009286504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.282941,"about_ca_topic_score_gemma":0.3367148,"domain_scores_codex":[0.9995269,0.00002426039,0.00003737324,0.0001125057,0.000231526,0.00006750788],"domain_scores_gemma":[0.9993572,0.00002330639,0.00005893547,0.00003259273,0.0004094768,0.0001185302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002376427,0.00001102084,0.001473729,0.0001340635,0.000007141612,0.00007839111,0.0001013432,0.00004992684,0.00007742937,0.002359174,0.9633955,0.0322887],"study_design_scores_gemma":[0.000007946191,0.000002811178,0.004130645,0.00009393107,0.000002166317,0.00003375825,0.0001527365,0.00004496216,0.00003393987,0.0003897808,0.9951007,0.000006631298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004927747,0.01510284,0.000771262,0.01246734,0.00284066,0.0002044004,0.2912693,0.004663445,0.6677529],"genre_scores_gemma":[0.01586889,0.009892834,0.00247683,0.002201949,0.000470994,0.0002989885,0.1311827,0.001552824,0.836054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.717059,"threshold_uncertainty_score":0.8615506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348459844627213,"score_gpt":0.2533045388655843,"score_spread":0.218458554402863,"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."}}