{"id":"W4399393601","doi":"10.3390/fluids9060138","title":"Correction Factors for the Use of 1D Solution Methods for Dynamic Laminar Liquid Flow through Curved Tubes","year":2024,"lang":"en","type":"article","venue":"Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Laminar flow; Flow (mathematics); Computer science; Mechanics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002480473,0.001241462,0.0005130796,0.001301215,0.001002884,0.001141012,0.001144538,0.001126431,0.004769854],"category_scores_gemma":[0.02227076,0.0004285615,0.0006011482,0.001042075,0.0006309709,0.001137965,0.001018879,0.001690015,0.001247988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131217,"about_ca_system_score_gemma":0.001460873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004021206,"about_ca_topic_score_gemma":0.005218534,"domain_scores_codex":[0.9975655,0.0004948598,0.0001613479,0.0002161065,0.001464122,0.00009803299],"domain_scores_gemma":[0.9907691,0.004133475,0.0009875234,0.001056289,0.002963637,0.00009007316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000481138,0.0002642919,0.007160238,0.0009882193,0.00007025527,0.0005145724,0.0006896679,0.3641539,0.095655,0.05326635,0.01037427,0.466382],"study_design_scores_gemma":[0.00005926056,0.0001767364,0.002182999,0.0002289771,0.00004437797,0.0004764052,0.0001150798,0.838136,0.1111848,0.004963601,0.04227496,0.0001568226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02388583,0.0007767763,0.9676847,0.000325863,0.000526893,0.0001881605,0.0001765188,0.001482925,0.004952267],"genre_scores_gemma":[0.1843657,0.0007933793,0.8088952,0.0001570477,0.00006219931,0.0002883454,0.0003559747,0.0009224784,0.004159634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004769854,"threshold_uncertainty_score":0.01595676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04602379015059692,"score_gpt":0.3223217383833601,"score_spread":0.2762979482327632,"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."}}