{"id":"W2131765952","doi":"10.1002/fld.2105","title":"Effect of heat transfer on a third grade fluid in a flat channel","year":2009,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University","funders":"","keywords":"Heat transfer; Computational fluid dynamics; Mechanics; Channel (broadcasting); Mathematics; Physics; Computer science; Telecommunications","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":[0.001379253,0.0002479407,0.0005108336,0.0005656783,0.00002667785,0.00003316019,0.000385223,0.0001626459,0.00004147758],"category_scores_gemma":[0.0001607169,0.0002078605,0.0003111745,0.0002894362,0.00002643401,0.0001515985,0.000007157728,0.000523623,0.000004337129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194518,"about_ca_system_score_gemma":0.00001950481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009314685,"about_ca_topic_score_gemma":0.000001466084,"domain_scores_codex":[0.9981061,0.0002664376,0.0007017248,0.0001949958,0.0003814589,0.0003492541],"domain_scores_gemma":[0.9989319,0.0007577863,0.000006765495,0.000115328,0.00007064783,0.0001175523],"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":[0.002440154,0.0003260875,0.000413735,0.0001035977,0.0001997354,0.0001369769,0.0009211783,0.03661203,0.7959764,0.003925344,0.0008106329,0.1581341],"study_design_scores_gemma":[0.006847769,0.003755038,0.002555139,0.0006117152,0.00004646887,0.0001981572,0.00002075734,0.1600817,0.8138192,0.007654464,0.003874738,0.0005348846],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2163678,0.0007681678,0.7780501,0.0007555741,0.002712116,0.0003830449,0.00002076795,0.00006049396,0.000882022],"genre_scores_gemma":[0.9759522,0.0004187937,0.02283436,0.0002923804,0.000384581,0.00004193314,0.000005558753,0.00004218105,0.0000280247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7595844,"threshold_uncertainty_score":0.8476304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297417206068352,"score_gpt":0.3684158849253088,"score_spread":0.3454417128646253,"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."}}