{"id":"W4414768586","doi":"10.1039/d5ta05487g","title":"One-step dual process strategy for holey graphite towards scalable and stable lithium-ion battery anodes","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Chemistry A","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Graphite; Anode; Scalability; Process (computing); Battery (electricity)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002258503,0.0005339963,0.0003211633,0.0004646195,0.000315152,0.0002849314,0.0005053171,0.000616687,0.00112183],"category_scores_gemma":[0.0002172838,0.0002190935,0.0002780421,0.0003102725,0.0002264704,0.0005259158,0.0006759462,0.0008922784,0.00071703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001915838,"about_ca_system_score_gemma":0.0003793643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002251599,"about_ca_topic_score_gemma":0.001017548,"domain_scores_codex":[0.9998102,0.00002431771,0.00001469426,0.00003384289,0.00007312743,0.00004391641],"domain_scores_gemma":[0.9999295,0.00001320186,0.00001097698,0.00001292305,0.00001850737,0.00001489407],"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":[0.0001161777,0.0001088855,0.0001020564,0.0003618413,0.00002144049,0.0003972305,0.00009670396,0.000499227,0.9761779,0.002460634,0.0006803428,0.0189777],"study_design_scores_gemma":[0.0000270858,0.0002481418,0.0003945387,0.00001477384,0.00001499105,0.0002106008,0.00003167762,0.001309724,0.9897943,0.0004671666,0.007468587,0.00001836634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8190551,0.009068122,0.1399681,0.001250228,0.0008210226,0.0007608988,0.001326568,0.001434414,0.02631553],"genre_scores_gemma":[0.9387825,0.003225641,0.04984072,0.0001762478,0.00004409032,0.0002317891,0.0005208499,0.00006058575,0.007117619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00112183,"threshold_uncertainty_score":0.003752887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692927231511992,"score_gpt":0.2663356651312373,"score_spread":0.2494063928161174,"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."}}