{"id":"W4394880659","doi":"10.1002/htj.23063","title":"Experimental and parametric analysis of a novel hybrid thermal management strategy for cylindrical lithium‐ion cells","year":2024,"lang":"en","type":"article","venue":"Heat Transfer","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Airflow; Materials science; Duct (anatomy); Reynolds number; Pressure drop; Coolant; Thermal; Phase-change material; Parametric statistics; Computational fluid dynamics; Mechanics; Mechanical engineering; Thermodynamics; Engineering; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006715788,0.0001261255,0.0002070486,0.000575882,0.00002097313,0.00003116439,0.000105496,0.00005654197,0.00004431298],"category_scores_gemma":[0.000001565819,0.0001129046,0.0001075525,0.0008031584,0.00005348837,0.00008190093,0.00001939135,0.000131576,0.000002285144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345209,"about_ca_system_score_gemma":0.000003930628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004204198,"about_ca_topic_score_gemma":8.534143e-7,"domain_scores_codex":[0.9991979,0.000006408643,0.0001813559,0.0002214534,0.0001532522,0.0002396131],"domain_scores_gemma":[0.9996939,0.00008953451,9.936241e-7,0.0001645895,0.00001172672,0.00003921727],"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":[0.00004783591,0.0001427506,0.00004010245,0.0005308917,0.001167278,0.0000287674,0.0001217924,0.1572125,0.8182114,0.001389669,0.00006738887,0.02103953],"study_design_scores_gemma":[0.0003106194,0.0001127762,0.0004308168,0.00001978061,0.0001617551,0.000001920595,0.0001201355,0.3698684,0.6284745,0.00001768312,0.0003641605,0.0001174849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.672502,0.001203418,0.3253026,0.00002279601,0.00005151227,0.0002754185,0.00006749258,0.000182109,0.0003926293],"genre_scores_gemma":[0.9979014,0.0001376382,0.001761648,0.000006488267,0.00001168188,0.0001056711,0.00001372318,0.00002677821,0.00003499417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3253994,"threshold_uncertainty_score":0.4604117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03250322179104979,"score_gpt":0.2969206858300092,"score_spread":0.2644174640389594,"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."}}