{"id":"W4232321290","doi":"10.1149/ma2020-012460mtgabs","title":"A Comprehensive Comparison of the Phase Change Material-Based Internal and External Cooling Systems","year":2020,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Phase-change material; Exothermic reaction; Materials science; Battery (electricity); Nuclear engineering; Energy storage; Battery pack; Range (aeronautics); Thermal energy storage; Water cooling; Thermal; Process engineering; Mechanical engineering; Environmental science; Thermodynamics; Composite material; Power (physics); Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004089134,0.0003783921,0.0004210476,0.0007422458,0.0002755409,0.0005194992,0.0003850176,0.0002393628,0.002884436],"category_scores_gemma":[0.000570126,0.0001129801,0.000371257,0.0006860877,0.0001974433,0.0006725086,0.0002324506,0.0003216339,0.0006560061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480769,"about_ca_system_score_gemma":0.0003295119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005103099,"about_ca_topic_score_gemma":0.0008368687,"domain_scores_codex":[0.9997144,0.00002683767,0.00001703827,0.00004574311,0.0001639399,0.00003198303],"domain_scores_gemma":[0.9998357,0.00003281129,0.00002201023,0.00001933436,0.0000808831,0.000009098932],"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":[0.0007485307,0.0002046709,0.002222971,0.0031112,0.00007193701,0.0001391413,0.0001019766,0.004100861,0.7700006,0.0029962,0.003880348,0.2124216],"study_design_scores_gemma":[0.00002730996,0.001596034,0.00737435,0.0001127796,0.0001276473,0.0003776328,0.00005443585,0.006103971,0.9162076,0.000160083,0.06782491,0.00003325084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8411484,0.0622182,0.03736862,0.0003108778,0.0005941488,0.0005345503,0.00347289,0.0007421811,0.05361016],"genre_scores_gemma":[0.9358597,0.02301042,0.02499425,0.0001204683,0.0001219593,0.0002914314,0.002800121,0.0002559277,0.01254563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002884436,"threshold_uncertainty_score":0.009649456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06498687755640421,"score_gpt":0.3160845314752342,"score_spread":0.25109765391883,"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."}}