{"id":"W7043608976","doi":"","title":"Souris River Dissolved Oxygen Study in Support of Total Maximum Daily Load Development","year":2010,"lang":"en","type":"dissertation","venue":"NDSU Repository (North Dakota State University)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrology (agriculture); Seasonality; Morning; Main river; Fish <Actinopterygii>; Period (music); Biochemical oxygen demand","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002141796,0.0004189936,0.0005298416,0.0002692445,0.0003242744,0.00002018261,0.0005673629,0.0003780853,0.002307633],"category_scores_gemma":[0.00001422831,0.0004589635,0.0001223229,0.0004668477,0.0002370867,0.0003352218,0.0002543241,0.0006954943,0.0004197883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000729611,"about_ca_system_score_gemma":0.0004777107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172721,"about_ca_topic_score_gemma":0.04723505,"domain_scores_codex":[0.9973928,0.0001475694,0.0005954846,0.0007690334,0.0006298524,0.0004652429],"domain_scores_gemma":[0.9986872,0.00003609454,0.0005457843,0.0004899277,0.000067339,0.0001736375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004171041,0.00133742,0.9737476,0.00004503184,0.0001241042,0.001848465,0.01695696,0.0001062776,0.002141886,0.000001464048,0.001476346,0.001797412],"study_design_scores_gemma":[0.001060368,0.0002739276,0.9882845,0.00001659614,0.0001711194,0.000008738897,0.002441333,0.00001255652,0.002029113,0.000006852435,0.005188998,0.0005059514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978187,0.00000385427,0.000008411981,0.000004454514,0.0007584064,0.0007083082,0.00002379332,0.00003713381,0.02026861],"genre_scores_gemma":[0.8600026,0.000005399329,0.0002395303,0.00001180811,0.00001740325,0.000006774356,0.00029285,0.00003162009,0.139392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191234,"threshold_uncertainty_score":0.9997862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006663779335034634,"score_gpt":0.1947520073606274,"score_spread":0.1880882280255928,"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."}}