{"id":"W3152172658","doi":"10.2172/1773655","title":"New Pathways for Hydropower: Getting Hydropower Built--What Does it Take?","year":2014,"lang":"en","type":"report","venue":"","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro One (Canada); Instream Energy Systems (Canada)","funders":"","keywords":"Hydropower; Small hydro; Project commissioning; Engineering; Engineering management; Process management; Business; Computer science; Publishing; Political science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008876513,0.0008745348,0.001014426,0.0003869957,0.000121121,0.0005022866,0.0006419099,0.0007035409,0.002549033],"category_scores_gemma":[0.0004105828,0.0007380327,0.0005224596,0.0002152825,0.00004862044,0.0005419717,0.0001414846,0.000612535,0.0004821818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008211773,"about_ca_system_score_gemma":0.0004902002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001926468,"about_ca_topic_score_gemma":0.0003725155,"domain_scores_codex":[0.9959996,0.00002633003,0.001217163,0.0008224073,0.001044776,0.0008897776],"domain_scores_gemma":[0.9972468,0.0004524355,0.0003235489,0.001205871,0.0003915227,0.0003797941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001308496,0.0000390424,0.00003193926,0.00209996,0.0006135572,0.00002469842,0.001003489,0.007978436,0.001848888,0.001371411,0.9112191,0.0737564],"study_design_scores_gemma":[0.0004946311,0.00006371034,0.00001010237,0.0004587924,0.0001440877,0.0000325416,0.0003191854,0.005410506,0.001842949,0.003827708,0.9861458,0.001249996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001873473,0.007357379,0.2356704,0.0009942835,0.03554923,0.00297921,0.0002371503,0.003820575,0.7115183],"genre_scores_gemma":[0.2727079,0.01737366,0.1236578,0.003044889,0.03208681,0.001735649,0.004504079,0.004937134,0.539952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2708344,"threshold_uncertainty_score":0.9995071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585334090246885,"score_gpt":0.2733318204670555,"score_spread":0.2474784795645866,"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."}}