{"id":"W4292663664","doi":"10.1016/j.watres.2022.119012","title":"Production of total dissolved gas supersaturation at hydropower facilities and its transport: A review","year":2022,"lang":"en","type":"review","venue":"Water Research","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Hydro (Canada); University of Alberta","funders":"","keywords":"Environmental science; Hydropower; Downstream (manufacturing); Supersaturation; Environmental engineering; Ecology; Chemistry; Engineering; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001292306,0.000212143,0.0006687029,0.00009942734,0.0003402893,0.00001536965,0.0001686648,0.00006715419,0.006302239],"category_scores_gemma":[0.00004464239,0.0001333257,0.0001516801,0.0002463398,0.0002428599,0.0001972279,0.0004645002,0.0003260853,0.0002564963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319666,"about_ca_system_score_gemma":0.00001532119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001387195,"about_ca_topic_score_gemma":0.00007285344,"domain_scores_codex":[0.9973374,0.0004408809,0.0004377153,0.0005147455,0.0009161389,0.0003531191],"domain_scores_gemma":[0.9995639,0.0000286195,0.00005417078,0.000264923,0.00002982681,0.00005851795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002548772,0.0001096716,0.00007993237,0.0589891,0.0001249811,0.00002135222,0.005733847,0.000001416586,0.0007402292,0.00001461057,0.003152605,0.9310068],"study_design_scores_gemma":[0.00004863158,0.00006992184,0.00002679881,0.001697824,0.00007919673,0.00002931516,0.000115844,0.000001807095,0.0002001835,0.000004715288,0.9975715,0.000154316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009721703,0.9879256,0.000001474701,0.0002659031,0.000130759,0.001335163,0.0000397576,0.0000147725,0.0005648001],"genre_scores_gemma":[0.003802075,0.9222813,0.00000264292,0.000004747208,0.0000240393,0.000410578,0.0002466811,0.00001754475,0.07321037],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9944189,"threshold_uncertainty_score":0.9946061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0940167220540581,"score_gpt":0.3426033614731732,"score_spread":0.2485866394191151,"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."}}