{"id":"W3155813406","doi":"10.1088/1402-4896/abf794","title":"A numerical model for analysis of binary chemical reaction and activation energy of thermo solutal micropolar nanofluid flow through permeable stretching sheet: nanoparticle study","year":2021,"lang":"en","type":"article","venue":"Physica Scripta","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Nanofluid; Nusselt number; Heat transfer; Materials science; Mechanics; Thermodynamics; Boundary layer; Shooting method; Heat generation; Convection; Boundary value problem; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005595728,0.000148596,0.0004020859,0.00006711606,0.00005005385,0.00001258103,0.00007143795,0.0000560243,0.000009248566],"category_scores_gemma":[0.000008979911,0.000150752,0.0001612238,0.0004578932,0.00003130894,0.0002641664,0.0000208912,0.00007204169,2.689764e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004015031,"about_ca_system_score_gemma":0.00002809079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001410765,"about_ca_topic_score_gemma":0.000008874727,"domain_scores_codex":[0.9990887,0.00002676098,0.0002789341,0.0002435932,0.000164535,0.0001974953],"domain_scores_gemma":[0.9995872,0.00002901568,0.000024349,0.0002230061,0.00009549972,0.00004092009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000626746,0.0004747004,0.0001227315,0.00006196722,0.0006577172,7.729322e-7,0.002367792,0.02025864,0.97461,0.0003115167,0.0001466089,0.0009249085],"study_design_scores_gemma":[0.0002835203,0.00004686067,0.0002839639,0.000010686,0.0002917607,3.26155e-7,0.0002096187,0.5173458,0.4813479,0.00008753702,0.00001268481,0.00007934198],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643993,0.0002858754,0.03496082,0.00003566981,0.00006330531,0.0001179053,0.00004060513,0.00004288091,0.00005357365],"genre_scores_gemma":[0.9984167,0.0000453448,0.001360104,0.00001686802,0.00003723482,0.00002962333,0.0000399667,0.00003035311,0.00002383871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4970872,"threshold_uncertainty_score":0.614749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218605875017072,"score_gpt":0.2418947950112132,"score_spread":0.2197087362610425,"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."}}