{"id":"W2532291590","doi":"10.20381/ruor-3470","title":"Estimating Flow, Hydraulic Geometry, and Hydrokinetic Power at Ungauged Locations in Canada","year":2014,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Power flow; Geometry; Geology; Power (physics); Marine engineering; Environmental science; Geography; Engineering; Mathematics; Physics; Electric power system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005650987,0.0001336342,0.0002382572,0.000295922,0.0004853053,0.000007270613,0.0003679352,0.0001045032,0.001057195],"category_scores_gemma":[0.00009076983,0.0001603219,0.00002804441,0.00039542,0.0002916168,0.00009496613,0.0003915636,0.0003552572,0.0001012524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007056504,"about_ca_system_score_gemma":0.00007307914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4910071,"about_ca_topic_score_gemma":0.9808215,"domain_scores_codex":[0.9984211,0.000161091,0.0001283498,0.0003810005,0.0005231962,0.0003852296],"domain_scores_gemma":[0.9994051,0.0001597187,0.00008507369,0.000232654,0.00002156487,0.00009581881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004045531,0.0001174766,0.9143813,0.0004453557,0.0001632225,0.0001923082,0.003803126,0.01768737,0.0006179955,0.0002617136,0.05624988,0.006039785],"study_design_scores_gemma":[0.0005063441,0.00008477244,0.9590794,0.00006460429,0.00003028594,0.000001058512,0.002143637,0.01940322,0.00008848081,0.0002925681,0.01806209,0.0002435147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303201,0.00002400071,0.00004526981,0.0007412446,0.00009131575,0.0002572043,0.000009886464,0.000008173361,0.06850273],"genre_scores_gemma":[0.9825658,0.0000399952,0.0004831961,0.00002601968,0.00000664993,0.000001564916,0.0001268669,0.0000101046,0.01673985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4898143,"threshold_uncertainty_score":0.999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232353873591056,"score_gpt":0.2386793771950123,"score_spread":0.2263558384591018,"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."}}