{"id":"W6939026331","doi":"10.60692/80x81-yhy72","title":"Quadratic regression estimation of hybridized nanoliquid flow using Galerkin finite element technique considering shape of nano solid particles","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nanofluid; Heat transfer; Thermal conductivity; Nusselt number; Thermal radiation; Radiative transfer; Finite element method; Particle (ecology); Galerkin method","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":[0.0007294383,0.0005975768,0.0004263859,0.0005510164,0.0002226829,0.000483342,0.0004860791,0.0008169065,0.001883658],"category_scores_gemma":[0.001450702,0.0003873083,0.0005775498,0.0003135635,0.0003193287,0.0005290335,0.0003929625,0.0007031765,0.0003548844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004798483,"about_ca_system_score_gemma":0.000802108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005948023,"about_ca_topic_score_gemma":0.004538393,"domain_scores_codex":[0.999796,0.00006450293,0.000009706256,0.00005206607,0.00004770129,0.00003019503],"domain_scores_gemma":[0.9993683,0.0003973707,0.00005803397,0.00002579344,0.0001318665,0.00001868479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004178528,0.0000429147,0.0007258499,0.00004793676,0.00001197337,0.00002451899,0.00004379937,0.967039,0.007692082,0.001293236,0.0002480424,0.02278881],"study_design_scores_gemma":[4.793694e-7,0.000002586212,0.00004280679,4.904379e-7,3.26565e-7,0.000001008097,0.000001698371,0.9995446,0.0003149367,0.00006008042,0.00003010797,9.131583e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06233533,0.00005648172,0.9361031,0.00008181562,0.0000160328,0.00002534716,0.00006350743,0.0004636099,0.000854802],"genre_scores_gemma":[0.7729856,0.0001096729,0.2225613,0.00004003005,0.00001325028,0.0001725434,0.0003067674,0.0001596586,0.003651039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005948023,"threshold_uncertainty_score":0.01182681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03034804599401582,"score_gpt":0.2248777309664636,"score_spread":0.1945296849724477,"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."}}