{"id":"W2022015974","doi":"10.1108/09615530710730193","title":"Buoyancy effects on upward and downward laminar mixed convection heat and mass transfer in a vertical channel","year":2007,"lang":"en","type":"article","venue":"International Journal of Numerical Methods for Heat &amp Fluid Flow","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Buoyancy; Mechanics; Laminar flow; Heat transfer; Thermodynamics; Convective heat transfer; Churchill–Bernstein equation; Flow (mathematics); Condensation; Nusselt number; Materials science; Reynolds number; Turbulence; 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":[0.001297416,0.000245929,0.0005062144,0.0003297566,0.00004118201,0.00005012388,0.0001449627,0.0001887452,0.00001587576],"category_scores_gemma":[0.0004277723,0.0002150835,0.0001719551,0.0001491158,0.00006986267,0.0001957401,0.00001106066,0.0004331379,0.000002688327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001632094,"about_ca_system_score_gemma":0.00001912778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076071,"about_ca_topic_score_gemma":0.000003397827,"domain_scores_codex":[0.9982205,0.0001843709,0.00065296,0.0002192132,0.0003375077,0.0003854687],"domain_scores_gemma":[0.9978135,0.001591868,0.00000148817,0.00008426118,0.0001734772,0.0003354024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002237805,0.0003236495,0.001400606,0.0003821398,0.0003336166,0.0002280385,0.001145704,0.00138094,0.766771,0.001995526,0.0001807851,0.2236202],"study_design_scores_gemma":[0.01455986,0.004502157,0.0273215,0.0013748,0.0003117299,0.001934708,0.0002330791,0.2552682,0.6666009,0.01163191,0.01481486,0.001446246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2871118,0.0007584988,0.7099237,0.0006367142,0.001298402,0.0001655878,0.000009224751,0.00002871184,0.00006732885],"genre_scores_gemma":[0.913605,0.0004167063,0.08518398,0.0003030119,0.0004256588,0.0000162429,0.000004847914,0.00004136251,0.000003244992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6264931,"threshold_uncertainty_score":0.8770852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805733054131665,"score_gpt":0.3232460082475848,"score_spread":0.3051886777062682,"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."}}