{"id":"W3212376407","doi":"10.1080/00986445.2021.1998011","title":"Irreversibility intent triple diffusion stream over porous medium plate with radiation and joule heating","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering Communications","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Bejan number; Nusselt number; Mechanics; Thermodynamics; Reynolds number; Joule heating; Thermal radiation; Entropy (arrow of time); Eckert number; Brinkman number; Chemistry; Physics","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":[0.00007192988,0.0001476035,0.0001770931,0.00004396753,0.00007081337,0.00003250195,0.0001767405,0.00009294575,0.00002939485],"category_scores_gemma":[0.00005055476,0.0001474185,0.00003643426,0.0002025877,0.00003924607,0.0001142443,0.00008821863,0.0003191427,0.000002810748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059014,"about_ca_system_score_gemma":0.00002381409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001645519,"about_ca_topic_score_gemma":0.000008991601,"domain_scores_codex":[0.9993187,0.00001197333,0.0002134012,0.0001566455,0.0001102947,0.000189005],"domain_scores_gemma":[0.9990649,0.0001278382,0.000009652096,0.0006335299,0.00004983981,0.0001142212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000161092,0.0001728949,0.003279659,0.0002730978,0.0001389307,0.000007454666,0.0008577885,0.00728899,0.9794638,0.001103857,0.0003706955,0.007026714],"study_design_scores_gemma":[0.002426613,0.00004755567,0.01789085,0.000366384,0.00013853,0.00007600944,0.0001870866,0.6371392,0.333403,0.00009465068,0.007433635,0.0007965182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801156,0.002590618,0.0157467,0.0003029876,0.0001182389,0.0001500219,0.00002171898,0.0003730403,0.0005810798],"genre_scores_gemma":[0.9915679,0.0006896069,0.007473945,0.00002177212,0.00003648268,0.0000259421,0.0001273191,0.00003199307,0.00002506557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6460609,"threshold_uncertainty_score":0.601155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009422406319332454,"score_gpt":0.2084910467919181,"score_spread":0.1990686404725857,"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."}}