{"id":"W3060636318","doi":"10.1017/jfm.2020.812","title":"Steady Rayleigh–Bénard convection between stress-free boundaries","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Convection; Natural convection; Convection cell; Rayleigh–Bénard convection; Combined forced and natural convection; Steady state (chemistry)","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":[0.0002078776,0.0001837558,0.0004049244,0.0001004811,0.0001006264,0.0001233715,0.0003158427,0.0001492031,0.0001318894],"category_scores_gemma":[0.00006217374,0.0001712987,0.0001785506,0.0001930455,0.00001950954,0.0003032748,0.00002574845,0.0004373595,0.00003218681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007779826,"about_ca_system_score_gemma":0.00009744773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002605045,"about_ca_topic_score_gemma":0.000004116506,"domain_scores_codex":[0.998678,0.00003003072,0.0005531294,0.000104802,0.0003872219,0.0002467948],"domain_scores_gemma":[0.9993204,0.00004575681,0.00004705608,0.0001679225,0.0001649787,0.0002538087],"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":[0.0004044979,0.0001126311,0.001273812,0.0009671429,0.001428984,0.0002781742,0.00456012,0.007764344,0.8415538,0.02338683,0.1052969,0.01297273],"study_design_scores_gemma":[0.005838566,0.002141324,0.0007576566,0.0003261262,0.0007200819,0.0001486269,0.0006353698,0.03775492,0.6612974,0.005476342,0.2839263,0.0009772638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.404579,0.003900394,0.5841627,0.002518728,0.003441474,0.0002528649,0.0001667732,0.0003033922,0.0006747225],"genre_scores_gemma":[0.9966744,0.0005568691,0.001150055,0.0001912735,0.001346328,0.000001418695,0.000005321181,0.00005215711,0.00002214227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5920955,"threshold_uncertainty_score":0.6985357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853492350926333,"score_gpt":0.2077381794094364,"score_spread":0.1892032559001731,"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."}}