{"id":"W4411679392","doi":"10.1016/j.est.2025.117437","title":"Effect of fin properties and positioning on phase change material (PCM) thermal behavior: A numerical study","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Phase Change Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Power; Mitacs; Alberta Innovates; Petroleum Technology Research Centre; ConocoPhillips; Energi Simulation; Commission Géologique du Canada; Alberta Energy Regulator","keywords":"Phase-change material; Fin; Phase change; Materials science; Thermal; Thermodynamics; Mechanics; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003893218,0.000137622,0.0003416262,0.0002575162,0.0000433097,0.00005161281,0.0001236955,0.00005116586,0.00005407058],"category_scores_gemma":[0.00003085163,0.000101695,0.00005007022,0.0001131146,0.00002985361,0.0001417251,0.00004807892,0.0001221777,5.606682e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007403885,"about_ca_system_score_gemma":0.000015218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003751002,"about_ca_topic_score_gemma":0.000002043715,"domain_scores_codex":[0.9990172,0.000211184,0.0002940644,0.00008404301,0.0002307122,0.0001627567],"domain_scores_gemma":[0.9996501,0.00005356581,0.00007641938,0.0001084136,0.00005203311,0.00005942383],"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":[0.001874958,0.0005825701,0.0002947898,0.0001858459,0.0001533594,0.0003420773,0.00085306,0.0005504046,0.9821826,0.0000228098,0.00009577428,0.01286171],"study_design_scores_gemma":[0.004363837,0.00722752,0.002187919,0.0003849764,0.0001421227,0.00004858547,0.00007996213,0.001691236,0.9833939,0.000005045092,0.0002994058,0.0001754748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99861,0.0003978448,0.0001040733,0.00002184988,0.0005505441,0.0001621329,0.00002171858,0.00002023318,0.0001116018],"genre_scores_gemma":[0.9995875,0.0000224228,0.00001827346,0.00001326412,0.0002637181,0.00004823496,0.000002534796,0.00002032439,0.00002377075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01268623,"threshold_uncertainty_score":0.4147003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03744081853113262,"score_gpt":0.310646856549997,"score_spread":0.2732060380188644,"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."}}