{"id":"W3021140832","doi":"10.1016/j.heliyon.2020.e03823","title":"Free convection of a suspension containing nano-encapsulated phase change material in a porous cavity; local thermal non-equilibrium model","year":2020,"lang":"en","type":"article","venue":"Heliyon","topic":"Phase Change Materials Research","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Suspension (topology); Phase change; Porous medium; Materials science; Nano-; Thermal; Phase-change material; Porosity; Natural convection; Mechanics; Thermodynamics; Convection; Chemical engineering; Composite material; Physics; Engineering","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":[0.0001934806,0.0002088607,0.0003867588,0.0001537189,0.00002194201,0.00003315005,0.0002031903,0.0001686828,0.0001739994],"category_scores_gemma":[0.00004022694,0.0002195652,0.00004188281,0.0002661751,0.00005268192,0.0002665672,0.0001485233,0.0001699153,0.00001964319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215731,"about_ca_system_score_gemma":0.0000343054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002078654,"about_ca_topic_score_gemma":0.00006124983,"domain_scores_codex":[0.998625,0.00006342783,0.000371393,0.0002530421,0.0002678903,0.0004192155],"domain_scores_gemma":[0.9994854,0.00001936337,0.00005273552,0.0002373433,0.00006578781,0.0001393435],"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":[0.000874468,0.00006013409,0.0000258173,0.0006281053,0.00001458327,0.00008754038,0.002720863,0.007679609,0.9871209,0.000006111731,0.00003423517,0.0007476247],"study_design_scores_gemma":[0.002463364,0.0002935754,0.0000806648,0.0001705523,0.00000707006,0.000006357403,0.0001120007,0.4107566,0.5859364,0.000008769355,0.00001305906,0.0001516421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970806,0.0002191781,0.001130235,0.0001225135,0.000332908,0.0005259668,0.0002076368,0.0001909212,0.0001900141],"genre_scores_gemma":[0.9993129,0.00007504849,0.00007673638,0.00007421485,0.0002489352,0.00005958309,0.00008376077,0.00006431562,0.000004488553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.403077,"threshold_uncertainty_score":0.8953611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0577620871696297,"score_gpt":0.284795896929825,"score_spread":0.2270338097601953,"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."}}