{"id":"W4413057178","doi":"10.3390/pr13072295","title":"Casson Fluid Saturated Non-Darcy Mixed Bio-Convective Flow over Inclined Surface with Heat Generation and Convective Effects","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biot number; Darcy number; Mechanics; Porous medium; Convection; Partial differential equation; Fluid dynamics; Convective heat transfer; Mathematics; Materials science; Geotechnical engineering; Physics; Natural convection; Geology; Porosity; Rayleigh number; Mathematical analysis","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":[0.00007608523,0.0002712896,0.0003038414,0.000107642,0.0001326449,0.0001032781,0.00006757116,0.000141352,0.000009933908],"category_scores_gemma":[0.00003972228,0.0002257318,0.0000233173,0.0006046739,0.0000534361,0.0003592372,0.00001532093,0.0001664179,0.000005940629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009044123,"about_ca_system_score_gemma":0.0001337685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006749785,"about_ca_topic_score_gemma":0.0003311168,"domain_scores_codex":[0.9990875,0.00002866636,0.0001726034,0.0003185963,0.0001288524,0.0002638526],"domain_scores_gemma":[0.9993952,0.0001578261,0.000008344516,0.000126356,0.0002431058,0.0000691679],"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":[0.000375986,0.0001237439,0.008962828,0.006324075,0.0005432785,0.00003260429,0.002085841,0.00926044,0.9687325,0.000132036,0.0018994,0.001527218],"study_design_scores_gemma":[0.00171459,0.000160934,0.006233572,0.0002621071,0.0001129199,0.000005284959,0.00005342449,0.06389879,0.9268898,0.00003948049,0.0003155197,0.0003135967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602942,0.005214819,0.03280354,0.00008487098,0.0003425169,0.0005417468,0.00002116221,0.0002496701,0.0004475132],"genre_scores_gemma":[0.9983985,0.0005654057,0.0005931324,0.0000894642,0.00007914118,0.00006166992,0.0000403623,0.00003658848,0.0001357078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05463836,"threshold_uncertainty_score":0.9205077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004392679332239827,"score_gpt":0.2047369826532196,"score_spread":0.2003443033209797,"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."}}