{"id":"W4386934032","doi":"10.3390/batteries9090474","title":"Experimental and Numerical Analysis of a Hybrid Thermal Management Concept at Different Discharge Rates for a Cylindrical Li-Ion Battery Module","year":2023,"lang":"en","type":"article","venue":"Batteries","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Battery (electricity); Materials science; Phase-change material; Thermal; Nuclear engineering; Airflow; Computer cooling; Ion; Propulsion; Energy storage; Battery pack; Power (physics); Mechanics; Environmental science; Thermodynamics; Mechanical engineering; Thermal management of electronic devices and systems; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003494436,0.0002737399,0.0004305922,0.0002657322,0.0003576214,0.0002772123,0.0005167299,0.000433535,0.001202239],"category_scores_gemma":[0.0007009686,0.0001430784,0.0002973758,0.0003688522,0.0004249087,0.0006004076,0.0003036257,0.0003447283,0.000134196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003588762,"about_ca_system_score_gemma":0.0002675978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007940283,"about_ca_topic_score_gemma":0.0008889625,"domain_scores_codex":[0.9998698,0.00001235017,0.00000788413,0.00002190713,0.00006687847,0.00002114399],"domain_scores_gemma":[0.9997875,0.00005065226,0.00003199794,0.00003192405,0.00008241731,0.00001556218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006428575,0.000189647,0.003406822,0.0005166074,0.00002380778,0.0003537647,0.0002726049,0.08391775,0.894536,0.001356747,0.0007394934,0.01404394],"study_design_scores_gemma":[0.0001045662,0.001950056,0.009759403,0.00002877734,0.00003757358,0.0002331617,0.0002737829,0.3202953,0.6637375,0.0004580022,0.003056729,0.00006505892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912528,0.0002351186,0.006978516,0.00008018334,0.00002715154,0.00003020853,0.0002115176,0.0001247764,0.001059568],"genre_scores_gemma":[0.9945337,0.0001057908,0.004794755,0.00001047323,0.000003831254,0.00003822956,0.0000823694,0.00001365502,0.0004173178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001202239,"threshold_uncertainty_score":0.004021823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884468053952282,"score_gpt":0.2917112165672064,"score_spread":0.2728665360276836,"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."}}