{"id":"W4283787447","doi":"10.1002/aenm.202200850","title":"Design Criteria for Silicon‐Based Anode Binders in Half and Full Cells","year":2022,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"China Scholarship Council; University of Waterloo; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Anode; Materials science; Silicon; Graphite; Lithium (medication); Nanotechnology; Volume (thermodynamics); Electrode; Polymer; Engineering physics; Process engineering; Composite material; Optoelectronics","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"],"consensus_categories":[],"category_scores_codex":[0.0003764638,0.0003011278,0.0004350032,0.0001799956,0.0001246228,0.00006378691,0.0002176987,0.00006148514,0.0008571131],"category_scores_gemma":[0.00001568886,0.0003534852,0.00002206097,0.0001261061,0.00004375967,0.0002511174,0.0001045835,0.00004946094,0.000003771257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608952,"about_ca_system_score_gemma":0.00001827988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001799446,"about_ca_topic_score_gemma":0.000006659993,"domain_scores_codex":[0.9982983,0.0001698667,0.0005104817,0.0003834903,0.0001469995,0.0004908656],"domain_scores_gemma":[0.9993615,0.0001591214,0.00008761529,0.000312191,0.00001963662,0.00005997888],"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":[0.0002153586,0.0000208046,0.000001290889,0.00007167832,0.00001010183,0.000006525929,0.00004529364,0.2958325,0.7027406,0.0001761218,0.0002584382,0.0006212576],"study_design_scores_gemma":[0.001661906,0.0001746988,0.00001431308,0.00002322288,0.0000115805,0.000005199608,0.00006458127,0.00283648,0.9812596,0.002153921,0.01136617,0.0004283577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8614479,0.0002783304,0.1327423,0.00009407338,0.003826483,0.0007410023,0.0003765138,0.0003984176,0.00009498739],"genre_scores_gemma":[0.9716099,0.00005173252,0.02600371,0.0004358943,0.00007611065,0.001488711,0.0001176771,0.0001247108,0.00009156551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929961,"threshold_uncertainty_score":0.9998917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884678543156307,"score_gpt":0.2490423070689801,"score_spread":0.230195521637417,"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."}}