{"id":"W4402477136","doi":"10.11159/icceia24.109","title":"Calculating Rainfall Flow in a Substation Hydraulic System","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"High-Voltage Power Transmission Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulic machinery; Environmental science; Flow (mathematics); Computer science; Hydrology (agriculture); Geology; Geotechnical engineering; Engineering; Mechanics; Physics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002277349,0.0002315207,0.0002987966,0.0006635894,0.00004393658,0.0001190353,0.0005944688,0.0001397548,0.00000374182],"category_scores_gemma":[0.00009657186,0.0001681596,0.00009479449,0.001477211,0.00006845491,0.0002163912,0.00007157214,0.0004269577,0.00001726861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832244,"about_ca_system_score_gemma":0.00002103458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002163961,"about_ca_topic_score_gemma":0.00003724727,"domain_scores_codex":[0.9986696,0.000004493876,0.0004529527,0.0002757166,0.0003064985,0.0002906946],"domain_scores_gemma":[0.9995766,0.00009822835,0.00007054929,0.0001836042,0.00004004476,0.00003101208],"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":[0.000140567,0.00009886824,0.01563028,0.01788187,0.0006104099,0.00009770259,0.007332264,0.05655401,0.4565589,0.1556709,0.06263895,0.2267853],"study_design_scores_gemma":[0.0007478725,0.00004810399,0.0005952507,0.01402555,0.00004940453,0.00003054314,0.004286817,0.4618187,0.4784058,0.00135361,0.03799031,0.0006480436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322523,0.005720868,0.0008782842,0.004251427,0.00472251,0.00199771,0.00002087428,0.01874204,0.03141392],"genre_scores_gemma":[0.9975762,0.00002195695,0.001019998,0.000006861811,0.00003120971,0.0000660537,5.648875e-7,0.00004930557,0.001227881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4052647,"threshold_uncertainty_score":0.6857348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034122949711352,"score_gpt":0.2251003007586887,"score_spread":0.2147590712615751,"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."}}