{"id":"W4389447507","doi":"10.4236/ojss.2023.1312024","title":"The Role of Rivers in the United States 19th Century Territorial Expansion from the Mississippi River to the Pacific Ocean","year":2023,"lang":"en","type":"article","venue":"Open Journal of Soil Science","topic":"Flooding and Environmental Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pacific ocean; Watershed; Geography; Archaeology; Oceanography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006053328,0.00007378063,0.0001012963,0.00006180781,0.001821346,0.0005386648,0.003016052,0.00002548899,0.00001980426],"category_scores_gemma":[0.0004373423,0.00002929281,0.00005365994,0.001381298,0.001349206,0.0004469067,0.0002520585,0.0002183207,0.00001793769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042552,"about_ca_system_score_gemma":0.0002112724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02663514,"about_ca_topic_score_gemma":0.001470224,"domain_scores_codex":[0.997828,0.0004347341,0.0002334718,0.0001233141,0.001061359,0.000319131],"domain_scores_gemma":[0.9987029,0.0006924284,0.0001976502,0.0002401531,0.00004824599,0.000118668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003495363,0.0001931907,0.09573274,0.000001886535,0.00004784363,0.0000289921,0.7421876,0.01025917,0.005711655,0.001275227,0.03800784,0.1062043],"study_design_scores_gemma":[0.0003954556,0.000164177,0.2644231,0.0001148059,0.00002104091,0.000003158188,0.5333913,0.0006240124,0.0007594104,0.004285546,0.1956955,0.0001225046],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834917,0.0001047688,0.00000119331,0.01377485,0.0008853846,0.0001720228,0.00001216933,0.00000324089,0.001554713],"genre_scores_gemma":[0.9986737,0.0007878707,0.00002623469,0.0001745124,0.0002538989,0.000001032073,0.000001149818,0.00000362182,0.00007792443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2087963,"threshold_uncertainty_score":0.9994782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230677799901965,"score_gpt":0.2926652744779348,"score_spread":0.2703584964789151,"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."}}