{"id":"W2973716647","doi":"10.3390/mi10090620","title":"Analysis and Optimization of a Microchannel Heat Sink with V-Ribs Using Nanofluids for Micro Solar Cells","year":2019,"lang":"en","type":"article","venue":"Micromachines","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"National Natural Science Foundation of China","keywords":"Nanofluid; Heat sink; Heat transfer; Nusselt number; Coolant; Microchannel; Mechanics; Materials science; Reynolds number; Thermal; Thermodynamics; 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":[0.00007343438,0.0001679538,0.0002989691,0.0002517599,0.00004679786,0.00003084288,0.00006310179,0.00007957227,0.00002049114],"category_scores_gemma":[0.000001726749,0.0001486632,0.0000799483,0.0004223745,0.0000230266,0.0001583488,0.000008705198,0.00004518958,9.078693e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002075402,"about_ca_system_score_gemma":0.00001210921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009403193,"about_ca_topic_score_gemma":0.00002966121,"domain_scores_codex":[0.9993585,0.00001401936,0.0002120969,0.0001823999,0.00005938296,0.0001735629],"domain_scores_gemma":[0.9997024,0.00003118213,0.00001246459,0.0001390739,0.00007362976,0.00004128252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001768043,0.000009710366,0.0018857,0.0001284046,0.000156973,1.762903e-7,0.0001821197,0.5002304,0.4973256,0.000001035775,0.000005412008,0.00005675839],"study_design_scores_gemma":[0.0004722103,0.00004768754,0.000163162,0.00002795568,0.0003042103,0.000003974285,0.00001716058,0.6081504,0.3906308,0.000002057844,0.00003657685,0.0001438257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4887529,0.0002948941,0.5106112,0.000007371465,0.00004194592,0.0001866377,0.00004936225,0.00003572746,0.0000199644],"genre_scores_gemma":[0.8771531,0.0001232113,0.1225068,0.00002216401,0.00002393612,0.000005827901,0.00009699103,0.00004446065,0.00002348591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3884002,"threshold_uncertainty_score":0.606231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00509608482003274,"score_gpt":0.1947587819869321,"score_spread":0.1896626971668994,"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."}}