{"id":"W2567456242","doi":"10.1088/1755-1315/49/5/052005","title":"A look at Francis runner blades response during transients","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Warrant; Control (management); Reliability engineering; Power (physics); Computer science; Control theory (sociology); Control engineering; Engineering; Artificial intelligence; Business; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001492686,0.0001316149,0.00009534625,0.00006546958,0.0002425929,0.00004231089,0.0001362286,0.0000378728,0.0004302206],"category_scores_gemma":[0.0000111978,0.00009586606,0.00002002773,0.00009088364,0.0009537904,0.0006689358,0.00006303205,0.00005079249,0.00006093487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004933672,"about_ca_system_score_gemma":0.000008771117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004087781,"about_ca_topic_score_gemma":0.00001003086,"domain_scores_codex":[0.9990633,0.00001408086,0.0001175654,0.0002845159,0.0002138459,0.0003067075],"domain_scores_gemma":[0.9996424,0.00001050696,0.00001562071,0.0001782549,0.000004989258,0.0001482471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008589253,0.000006659754,0.001049257,0.000007175229,0.000002188786,0.000003358652,0.000344936,0.000008053912,0.9757922,0.00001171239,0.00000742465,0.02268109],"study_design_scores_gemma":[0.0001588502,0.00006549558,0.1554672,0.00001763405,0.00000202499,0.00003424506,0.0001061959,0.00001945434,0.8411924,0.00005382706,0.002739205,0.00014346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987626,0.00009120036,0.00006959552,0.0002888378,0.00009206351,0.00007668142,0.0000193271,0.0001551784,0.000444511],"genre_scores_gemma":[0.9973152,0.0005567997,0.0002508989,0.00002319006,0.00002021583,0.00001134528,7.971071e-7,0.000009018663,0.001812556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154418,"threshold_uncertainty_score":0.4710614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006011380770895743,"score_gpt":0.1749540491667417,"score_spread":0.1689426683958459,"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."}}