{"id":"W7128775935","doi":"10.1109/spec64875.2025.11376807","title":"Hybrid Battery Balancing Utilizing Temperature Control for Second Life Batteries","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Battery (electricity); Voltage; Temperature control; Process (computing); Control (management); Thermal management of electronic devices and systems; Load balancing (electrical power)","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":[0.0001089452,0.0003873862,0.0003329085,0.0003142207,0.0003122453,0.0005969933,0.00067141,0.0002606696,0.001464254],"category_scores_gemma":[0.0001472279,0.0001288343,0.0002235992,0.0001864189,0.0001925751,0.0007457954,0.0004980873,0.0002410601,0.0005552309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952835,"about_ca_system_score_gemma":0.0001416909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004345576,"about_ca_topic_score_gemma":0.0007323945,"domain_scores_codex":[0.9998745,0.00001173358,0.000007148311,0.0000312326,0.00005571989,0.00001977973],"domain_scores_gemma":[0.9999287,0.000009507608,0.00001281728,0.0000101428,0.00003195994,0.000006869947],"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":[0.0004355829,0.0001759668,0.001594172,0.0003395103,0.00006685637,0.0003324056,0.0003569945,0.07273119,0.5425515,0.009134497,0.002726108,0.3695553],"study_design_scores_gemma":[0.00004947819,0.0006828844,0.0020106,0.00003828721,0.00005197499,0.0005605291,0.0001052881,0.7499332,0.2148019,0.004115399,0.0275785,0.00007186385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1481093,0.002304433,0.8289375,0.0001997936,0.0002952294,0.00009982924,0.00005844095,0.001845967,0.01814957],"genre_scores_gemma":[0.9774934,0.0002983653,0.01730578,0.00005477428,0.00005630685,0.00003954303,0.00003724077,0.00004858706,0.004666004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001464254,"threshold_uncertainty_score":0.004898369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081902612269447,"score_gpt":0.2621649078826253,"score_spread":0.2513458817599308,"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."}}