{"id":"W3087893590","doi":"10.4236/jwarp.2020.129046","title":"St Lawrence Seaway: Eastern Great Lakes, the Niagara River and Welland Canal Replacement, Maintenance and Protection","year":2020,"lang":"en","type":"article","venue":"Journal of Water Resource and Protection","topic":"Water Resources and Governance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Niagara","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Escarpment; Tributary; Archaeology; Hydrology (agriculture); Geology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007143909,0.0001179812,0.0001630454,0.00003447459,0.0005794002,0.0001942094,0.00009949935,0.00007165566,0.00002197541],"category_scores_gemma":[0.00004679682,0.00006639505,0.00003647343,0.00008897293,0.0002712101,0.0002189708,0.0000581163,0.0003047674,0.000002114755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000348361,"about_ca_system_score_gemma":0.00001984658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729942,"about_ca_topic_score_gemma":0.001386358,"domain_scores_codex":[0.9988456,0.0001830804,0.0002344096,0.0001930534,0.0003179004,0.0002259312],"domain_scores_gemma":[0.9994603,0.00001401409,0.0002258982,0.00006974934,0.00007232761,0.0001576766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01194994,0.0001823394,0.1179411,0.001140569,0.0007356696,0.0003521621,0.5473507,0.0006232664,0.02714786,0.0007182746,0.01498409,0.276874],"study_design_scores_gemma":[0.0009115063,0.0006776052,0.004607791,0.0001413055,0.00004351632,0.0001802964,0.002073014,0.0005228262,0.0009680855,0.0004880282,0.9892211,0.0001649454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781466,0.0004741173,0.0007726132,0.01967214,0.00005831791,0.0004442989,0.000005133283,0.00001360346,0.000413249],"genre_scores_gemma":[0.99681,0.0002948428,0.00002806909,0.0004013812,0.0005189205,0.000009565351,3.921553e-7,0.000009600873,0.001927201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.974237,"threshold_uncertainty_score":0.5638581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02670153591434046,"score_gpt":0.2295064804561091,"score_spread":0.2028049445417687,"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."}}