{"id":"W3167164971","doi":"10.1002/adfm.202101645","title":"In Situ Synthesis of Graphene‐Coated Silicon Monoxide Anodes from Coal‐Derived Humic Acid for High‐Performance Lithium‐Ion Batteries","year":2021,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; National Energy Technology Laboratory; Canada Foundation for Innovation; Canadian Institutes of Health Research; National Research Council; U.S. Department of Energy; U.S. Department of Defense","keywords":"Materials science; Silicon monoxide; Faraday efficiency; Graphene; Anode; Lithium (medication); Chemical engineering; Electrolyte; Silicon; Electrode; Monoxide; Oxide; Cathode; Nanotechnology; Optoelectronics; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001714131,0.0003543558,0.000697557,0.0001389445,0.00007397898,0.00004690943,0.0001621957,0.0001471001,0.0009137916],"category_scores_gemma":[0.0001520068,0.0003859896,0.00004810237,0.0001711285,0.00008411162,0.0007924978,0.00007450956,0.00006610137,0.00003155607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095986,"about_ca_system_score_gemma":0.00002977203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002086509,"about_ca_topic_score_gemma":0.00001713734,"domain_scores_codex":[0.9980249,0.000085305,0.0008629813,0.0004318054,0.0002128968,0.000382137],"domain_scores_gemma":[0.9988979,0.0003329245,0.0001927783,0.0003898242,0.0001392905,0.00004732105],"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":[0.0005358434,0.00005207451,0.0002316366,0.0003262077,0.0000861943,0.000004506432,0.00005766154,0.01251821,0.9856097,0.0001316149,0.00009712303,0.0003492757],"study_design_scores_gemma":[0.0009224865,0.00005433852,0.01668012,0.0002494096,0.00003994744,0.000003972259,0.00007977941,0.00002550979,0.9788805,0.002531421,0.0001709546,0.0003615227],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906772,0.000218958,0.004017367,0.00007987284,0.003477643,0.0003779646,0.0009355284,0.0001680309,0.00004738725],"genre_scores_gemma":[0.9920268,0.0002852878,0.006042702,0.000152136,0.0002338944,0.0005603373,0.0005610701,0.0000852707,0.00005248916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644848,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242249343095275,"score_gpt":0.2190968734517355,"score_spread":0.2066743800207828,"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."}}