{"id":"W4395108880","doi":"10.1016/j.est.2024.111516","title":"An experimental investigation of constrained melting of a phase change material (PCM) in circular geometries, part I: Velocity characterization","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Phase Change Materials Research","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Particle image velocimetry; Materials science; Enclosure; Subcooling; Buoyancy; Heat transfer; Convection; Phase-change material; Transient (computer programming); Vortex; Characterization (materials science); Flow (mathematics); Thermodynamics; Phase change; Physics; Engineering; Turbulence; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005784549,0.0001203104,0.0003178261,0.0006414793,0.00001485076,0.00004674212,0.0001271603,0.00008386787,0.0001598689],"category_scores_gemma":[0.00004084438,0.0001212206,0.00005117029,0.0004321534,0.00006731955,0.0005944598,0.0000205492,0.000098018,3.240237e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555055,"about_ca_system_score_gemma":0.00006496585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004337672,"about_ca_topic_score_gemma":0.000004201774,"domain_scores_codex":[0.9987389,0.00009331264,0.0006026173,0.00009714305,0.000304538,0.0001635099],"domain_scores_gemma":[0.9995098,0.00003032114,0.0001733306,0.0001030712,0.00009285551,0.00009069453],"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":[0.00007405891,0.00007405853,0.00004372936,0.0002308208,0.00003972077,0.00009228289,0.001210679,0.0002082987,0.9967868,0.00007915733,0.00001161245,0.001148836],"study_design_scores_gemma":[0.0007498466,0.0002808615,0.0003420548,0.0003101657,0.00001162071,0.00003087617,0.0001251249,0.01310747,0.9845347,0.0000202542,0.0003870086,0.0001000008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972488,0.0004756975,0.001121676,0.00002000494,0.0008644637,0.00007266963,0.0001558812,0.00002514303,0.00001567955],"genre_scores_gemma":[0.9990827,0.0000951763,0.0001477069,0.000008160941,0.0005033506,0.00001085524,0.0001214211,0.00002858384,0.000001979121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01289917,"threshold_uncertainty_score":0.4943232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538172660392444,"score_gpt":0.3022268380594734,"score_spread":0.246845111455549,"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."}}