{"id":"W2757315148","doi":"10.14288/1.0307436","title":"Simulation of lithium-ion batteries based on pulsed current characterization","year":2016,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Characterization (materials science); Current (fluid); Lithium (medication); Materials science; Ion; Computer science; Nanotechnology; Electrical engineering; Chemistry; Engineering; Psychology","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":[0.0001374433,0.0003837602,0.0004742289,0.0002351435,0.0002654144,0.0005861941,0.001028908,0.0008171814,0.002604163],"category_scores_gemma":[0.0007199415,0.0002219996,0.0004807477,0.0003769695,0.0003392718,0.0007355192,0.0003240028,0.0004774338,0.0003345974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005932325,"about_ca_system_score_gemma":0.0005083387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398054,"about_ca_topic_score_gemma":0.002002072,"domain_scores_codex":[0.9998986,0.00001642715,0.000006504127,0.00001632962,0.00004519541,0.00001699667],"domain_scores_gemma":[0.9997838,0.0001105982,0.00001801126,0.00002483331,0.00005316697,0.000009620764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000542431,0.00002587588,0.0008780606,0.00005234039,0.00001080486,0.0001137043,0.00006518385,0.9835948,0.009439502,0.001878923,0.0002881444,0.003598353],"study_design_scores_gemma":[0.000005428499,0.00001707621,0.0001662943,0.000002286982,0.000002632793,0.00001371729,0.00000936843,0.9971889,0.001979091,0.0002930054,0.0003191305,0.000003081512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7425449,0.0003444044,0.2257193,0.0003503114,0.00006816833,0.0001956576,0.001400095,0.001555049,0.02782219],"genre_scores_gemma":[0.9836766,0.0001854602,0.01075391,0.00004407559,0.000006384903,0.0001786908,0.0004509825,0.00005953193,0.004644405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00398054,"threshold_uncertainty_score":0.008711755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202585772742872,"score_gpt":0.2049033633542955,"score_spread":0.1928775056268668,"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."}}