{"id":"W4401458172","doi":"10.1115/omae2024-124607","title":"A Critical Review of the Correlations Used for Predicting the Onset of the Transition Flow Regime in Pipe Flow of Yield Stress Fluids","year":2024,"lang":"en","type":"review","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Yield (engineering); Mechanics; Stress (linguistics); Statistical physics; Thermodynamics; Physics; Philosophy","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":[0.0008532072,0.0002301878,0.00111229,0.00005665449,0.00003902933,0.000009695525,0.0004070468,0.0002012181,0.00005076139],"category_scores_gemma":[0.0007467042,0.0001022629,0.000708523,0.0005225593,0.0000863391,0.00003659638,0.00003269075,0.0003607088,0.000002392038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961556,"about_ca_system_score_gemma":0.0001342819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003974787,"about_ca_topic_score_gemma":0.00006218969,"domain_scores_codex":[0.997902,0.0002256883,0.001291166,0.0001451673,0.0002835998,0.0001523298],"domain_scores_gemma":[0.997176,0.001986217,0.0001329752,0.0006090644,0.00007315868,0.00002257784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001746689,0.00004732896,0.000006553877,0.9242722,0.0003320327,6.460174e-7,0.002148276,0.003538808,0.000005304472,0.0007766634,0.009113883,0.0597566],"study_design_scores_gemma":[0.00010083,0.00002835751,0.000004511624,0.7707137,0.002283081,0.00003453737,0.0002010574,0.1770143,0.00003170685,0.0000987295,0.04930134,0.0001878545],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006136635,0.9825746,0.01222853,0.000424143,0.000865221,0.002197207,0.0007363274,0.0000327382,0.0009351049],"genre_scores_gemma":[0.006291898,0.992882,0.0001740666,0.00003119411,0.00009509228,0.0003185598,0.00003826643,0.00004902669,0.0001199688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1734755,"threshold_uncertainty_score":0.417016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04540720883030303,"score_gpt":0.2991332716305222,"score_spread":0.2537260628002192,"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."}}