{"id":"W4321072497","doi":"10.12968/s0047-9624(23)60426-2","title":"Battery Health Sensor","year":2022,"lang":"en","type":"article","venue":"New Electronics","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Battery (electricity); Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002044856,0.0005090728,0.0005034932,0.0005347306,0.0003677389,0.0005596045,0.0007289954,0.0005860349,0.008108938],"category_scores_gemma":[0.0004424618,0.0001461072,0.0002034555,0.0003030878,0.0001223817,0.0007311692,0.0005608259,0.0004392306,0.00312289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003887967,"about_ca_system_score_gemma":0.0004642278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000873173,"about_ca_topic_score_gemma":0.001441782,"domain_scores_codex":[0.9995241,0.00003143279,0.0000220996,0.00008655523,0.0002941824,0.00004164475],"domain_scores_gemma":[0.99967,0.00002499706,0.00003087379,0.00003175204,0.0002206102,0.00002181039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001090614,0.0002964579,0.01838696,0.0008843164,0.0000929758,0.0006533447,0.0003584176,0.00418304,0.3787882,0.006471896,0.110236,0.4785579],"study_design_scores_gemma":[0.000173487,0.001575082,0.03566005,0.0002097068,0.0001440531,0.002921431,0.0004148284,0.1068648,0.5890761,0.00313411,0.2597113,0.0001151426],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3746599,0.00330438,0.3513419,0.00361407,0.002739455,0.001222659,0.01217644,0.02593772,0.2250035],"genre_scores_gemma":[0.9093851,0.0004236771,0.01615757,0.001178259,0.0001410906,0.0002589915,0.002639681,0.0002007312,0.06961482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008108938,"threshold_uncertainty_score":0.02712715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139132493910333,"score_gpt":0.2647275043101852,"score_spread":0.2508142549191519,"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."}}