{"id":"W2892290249","doi":"10.1016/j.jenvman.2018.08.078","title":"Recent innovations and trends in in-conduit hydropower technologies and their applications in water distribution systems","year":2018,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"California Energy Commission; U.S. Department of Energy","keywords":"Electrical conduit; Renewable energy; Hydropower; Hydroelectricity; Environmental science; Small hydro; Turbine; Wind power; Electricity generation; Emerging technologies; Engineering; Computer science; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001099014,0.0003116909,0.0002316601,0.0007133469,0.0002197886,0.001054609,0.0006645341,0.0005031902,0.003665321],"category_scores_gemma":[0.001622522,0.0001300543,0.0002696758,0.001996441,0.0005035414,0.001556518,0.0002831444,0.0004512196,0.0004468709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005382472,"about_ca_system_score_gemma":0.0006791251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007030633,"about_ca_topic_score_gemma":0.001496127,"domain_scores_codex":[0.9997099,0.00005347469,0.00003537671,0.00006924238,0.00009790589,0.00003403255],"domain_scores_gemma":[0.9976653,0.0007927559,0.0003066391,0.0001011177,0.0009971529,0.0001371134],"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":[0.000290578,0.0003289708,0.01228454,0.003917256,0.0000654758,0.0003450584,0.0004321577,0.009423973,0.05251188,0.02490151,0.005747317,0.8897513],"study_design_scores_gemma":[0.0000334808,0.002799176,0.04791776,0.001140688,0.0003542219,0.00252502,0.001803773,0.04223248,0.1098847,0.01535542,0.7758077,0.0001456001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.464151,0.3479108,0.07928327,0.007652434,0.001913186,0.000155606,0.0005456471,0.0004441193,0.09794389],"genre_scores_gemma":[0.7854477,0.1760318,0.0237029,0.0006877054,0.001285549,0.0000415035,0.000393879,0.00005016323,0.01235872],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003665321,"threshold_uncertainty_score":0.01226175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005959501676548555,"score_gpt":0.1977419600380013,"score_spread":0.1917824583614527,"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."}}