{"id":"W4206257041","doi":"10.17771/pucrio.acad.53734","title":"PERSISTENCE OF STRAINING IN THE FOUR-ROLL MILL FLOW","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"Pontifícia Universidade Católica do Rio de Janeiro; Petrobras; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Persistence (discontinuity); Mill; Flow (mathematics); Engineering; Mathematics; Mechanical engineering; Geotechnical engineering; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.000167183,0.0001048055,0.0001769316,0.00005266738,0.00001616701,0.00001579471,0.0001319735,0.0001093385,0.000506414],"category_scores_gemma":[0.00002665012,0.0000792126,0.00006773166,0.00009123136,0.000004899753,0.00004375996,0.000004218636,0.0001259272,0.000005898215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008914259,"about_ca_system_score_gemma":0.000018296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002590645,"about_ca_topic_score_gemma":0.0005472308,"domain_scores_codex":[0.9994889,0.00001720623,0.0001911841,0.00008296175,0.0001109855,0.0001087329],"domain_scores_gemma":[0.9997826,0.00003428373,0.00002543539,0.0001253237,0.00002085559,0.00001148675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.000232029,0.0001844412,0.0001205801,0.0178722,0.001140665,0.0005728625,0.2134681,0.1334002,0.4596028,0.01705711,0.00232711,0.1540219],"study_design_scores_gemma":[0.003252848,0.0003457783,0.01973049,0.007678819,0.0008549397,0.0001635506,0.4087438,0.2019284,0.3119481,0.003289816,0.03748923,0.004574298],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7668368,0.0004672517,0.0001327773,0.000007213289,0.001248137,0.0001125389,0.000006108054,0.00003836027,0.2311508],"genre_scores_gemma":[0.9957298,0.00008686634,0.001270657,0.0000131138,0.00005010523,0.00001033132,0.0002114124,0.00001714636,0.002610579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.228893,"threshold_uncertainty_score":0.5544879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190499421559345,"score_gpt":0.2224213437702923,"score_spread":0.1905163495546989,"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."}}