{"id":"W7066414672","doi":"","title":"HYDRO HICCUPS: A COMPILATION OF SOME QUESTIONABLE DESIGNS AT SMALLER HYDRO FACILITIES","year":2010,"lang":"en","type":"article","venue":"TSpace","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Hydroelectricity; Energy (signal processing); Hydro power; Electric energy","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":[0.00009988793,0.0001051064,0.000119253,0.00008240238,0.00003338384,0.00001011703,0.00007931381,0.00008606099,0.0009365359],"category_scores_gemma":[0.00003299764,0.0001138269,0.0000327116,0.00007285772,0.0000312198,0.00008850428,0.00001380968,0.00015136,0.000174343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004286915,"about_ca_system_score_gemma":0.00002369375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008808287,"about_ca_topic_score_gemma":0.00007917893,"domain_scores_codex":[0.9995115,0.00001083249,0.0001325869,0.00009180934,0.0001010162,0.0001522461],"domain_scores_gemma":[0.9996157,0.00006781657,0.0000214571,0.000199545,0.00003361797,0.00006181902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002592291,0.00008873863,0.003427282,0.0006070051,0.00008804,0.000002305681,0.01580786,0.3501853,0.5812684,0.02002631,0.02755947,0.0009133447],"study_design_scores_gemma":[0.0009335543,0.0001049553,0.02034951,0.00008760667,0.00003721208,0.000032508,0.001177786,0.1780491,0.1717241,0.001482442,0.6250783,0.0009429736],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806898,0.0002484002,0.004857528,0.0002556081,0.0008832329,0.0001071978,0.00001867657,0.0003618363,0.01257777],"genre_scores_gemma":[0.9815506,0.00002668692,0.001845649,0.00001806641,0.0001120112,0.00001604067,0.00003727609,0.00002225904,0.01637146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5975188,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900585376583456,"score_gpt":0.3012693761240153,"score_spread":0.2622635223581807,"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."}}