{"id":"W2309766447","doi":"10.1016/j.icheatmasstransfer.2016.03.009","title":"Modeling and validation of temperature changes in a pouch lithium-ion battery at various discharge rates","year":2016,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Battery (electricity); Materials science; Lithium (medication); Thermal; Cathode; Nuclear engineering; Lithium-ion battery; Ion; Mechanics; Pouch; Thermodynamics; Electrical engineering; Chemistry; Power (physics); 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":[0.000128039,0.00008646335,0.0001092713,0.0002726394,0.0000316985,0.00001519476,0.0002696842,0.00008446865,0.00002106853],"category_scores_gemma":[0.00002928076,0.0000704504,0.00001199793,0.0001135166,0.00007838052,0.0001966864,0.0000972055,0.0001683174,0.00000102851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009594496,"about_ca_system_score_gemma":0.000005226749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003364983,"about_ca_topic_score_gemma":0.0004931425,"domain_scores_codex":[0.9994423,0.0000341806,0.0001912113,0.0001191401,0.0000992604,0.0001139045],"domain_scores_gemma":[0.9994954,0.0001539755,0.000004275645,0.0002833942,0.0000456513,0.00001726887],"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":[0.0000423397,0.000048618,0.0330984,0.00006493978,0.00002839622,0.000001422016,0.0006104421,0.006758949,0.9526102,0.002192924,0.00001087807,0.004532464],"study_design_scores_gemma":[0.002790258,0.0001018948,0.01139644,0.00108653,0.00001408879,0.00002658114,0.0004849112,0.3365493,0.6352768,0.009944497,0.001751876,0.0005767824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846075,0.0007991735,0.008664275,0.005371729,0.00004871946,0.0001628575,0.00005694,0.00004644813,0.0002423544],"genre_scores_gemma":[0.9910527,0.007929054,0.00081771,0.0000174552,0.000008280897,0.00008603169,0.00003375686,0.00001258432,0.00004239641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3297904,"threshold_uncertainty_score":0.2872884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100501718486755,"score_gpt":0.2990200260883492,"score_spread":0.2680150089034816,"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."}}