{"id":"W2037947296","doi":"10.1080/00986440903089072","title":"ONSET OF DOUBLE-DIFFUSIVE CONVECTION IN A HORIZONTAL BRINKMAN CAVITY","year":2009,"lang":"en","type":"article","venue":"Chemical Engineering Communications","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail; Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Brinkman number; Mechanics; Porous medium; Darcy's law; Convection; Double diffusive convection; Boundary value problem; Natural convection; Thermodynamics; Fluid dynamics; Physics; Porosity; Rayleigh number; Mathematics; Mathematical analysis; Nusselt number; Geology; Geotechnical engineering; Turbulence","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":[0.00006231781,0.0001232313,0.0001919218,0.0001142624,0.00001866647,0.000009659947,0.000342536,0.0001106322,0.000009605807],"category_scores_gemma":[0.0000126861,0.0001467162,0.00006128792,0.000284145,0.00003377883,0.00009117748,0.00002870726,0.0003340017,0.000006089962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035548,"about_ca_system_score_gemma":0.00001192733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003073617,"about_ca_topic_score_gemma":0.00001148975,"domain_scores_codex":[0.9993787,0.000006340118,0.0002630808,0.00009390882,0.00008010321,0.0001778908],"domain_scores_gemma":[0.9992533,0.00005875698,0.00000879085,0.0005842753,0.00003007309,0.00006475496],"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":[0.00001611877,0.0001445394,0.0002893587,0.00005904968,0.00002184412,0.000001807622,0.0003082799,0.004163839,0.9875144,0.005838613,0.0001271018,0.001515091],"study_design_scores_gemma":[0.002511162,0.00007528724,0.01192162,0.0002333089,0.00004169838,0.0000369609,0.00004022173,0.1685044,0.8130413,0.0002350889,0.002756888,0.0006020697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920524,0.0006415458,0.004712628,0.0002030754,0.00008274196,0.0001758937,0.00001369321,0.0002995011,0.001818534],"genre_scores_gemma":[0.9977599,0.0001786521,0.001945567,0.000009353167,0.00002069452,0.00002230306,0.00004093187,0.00001708999,0.000005452467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.174473,"threshold_uncertainty_score":0.5982912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143977751687449,"score_gpt":0.2245851038520519,"score_spread":0.2131453263351774,"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."}}