{"id":"W1988240133","doi":"10.1007/s00231-004-0597-2","title":"Natural convection and conduction heat transfer in open shallow cavities with bounding walls","year":2005,"lang":"en","type":"article","venue":"Heat and Mass Transfer","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nusselt number; Materials science; Rayleigh number; Streamlines, streaklines, and pathlines; Natural convection; Heat transfer; Mechanics; Thermal conduction; Fin; Heat flux; Thermodynamics; Aspect ratio (aeronautics); Physics; Reynolds number; Composite material; Turbulence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001361945,0.0002601481,0.0003243829,0.0001480841,0.0001192819,0.0001566611,0.00007479289,0.0001414911,0.0001138371],"category_scores_gemma":[6.402595e-7,0.0002251564,0.00003494623,0.0001357074,0.00008489059,0.0007939617,0.000004344737,0.0002938092,0.000003958419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007368635,"about_ca_system_score_gemma":0.0000189317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002683633,"about_ca_topic_score_gemma":0.002903793,"domain_scores_codex":[0.9989573,0.00002729137,0.0002370156,0.0002906479,0.0001316987,0.0003560376],"domain_scores_gemma":[0.9997394,0.00002731283,5.20357e-7,0.0001010421,0.00002196346,0.0001097791],"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":[0.0006290315,0.00009247184,0.01106767,0.000663876,0.0001717898,0.0000378665,0.007542298,0.00161253,0.9665615,0.004885237,0.0001333034,0.006602443],"study_design_scores_gemma":[0.03414362,0.00161429,0.06626339,0.00167194,0.0006215698,0.0008886298,0.00375321,0.05568841,0.7608719,0.0005312547,0.06942216,0.004529553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880427,0.002547357,0.006539896,0.0005135422,0.0002690825,0.0005351735,0.00001322494,0.0001297314,0.001409292],"genre_scores_gemma":[0.9975762,0.001666891,0.0001757075,0.0001399893,0.000114141,0.00006600803,0.00001663692,0.00004670931,0.000197714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2056895,"threshold_uncertainty_score":0.9181611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205623100725452,"score_gpt":0.2134811643790308,"score_spread":0.2014249333717763,"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."}}