{"id":"W4413057400","doi":"10.1002/ente.202500649","title":"Solvent‐Free Manufacturing of Lithium Iron Phosphate Cathodes via Binder Fibrillation for Li‐Ion Batteries","year":2025,"lang":"en","type":"article","venue":"Energy Technology","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Science, Agriculture and Engineering, Newcastle University; Engineering and Physical Sciences Research Council; Hydro-Québec; Newcastle University; Royal Society","keywords":"Electrode; Materials science; Porosity; Composite material; Cathode; Lithium iron phosphate; Lithium (medication); Battery (electricity); Lithium-ion battery; Current collector; Anode; Carbon fibers; Chemical engineering; Electrolyte; Chemistry; Electrochemistry; Composite number","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006739993,0.0001678885,0.0002517875,0.0003079273,0.00005331513,0.00001068333,0.0002359665,0.0002156349,0.0000370992],"category_scores_gemma":[0.00002791358,0.0001796765,0.00003186056,0.0001241106,0.00008207008,0.0001087091,0.000186634,0.00005482078,0.000002107164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007012819,"about_ca_system_score_gemma":0.000006883857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001153873,"about_ca_topic_score_gemma":0.000009010316,"domain_scores_codex":[0.9991599,0.00001054483,0.0003197141,0.0001970475,0.00006283785,0.0002498956],"domain_scores_gemma":[0.9994025,0.00004877413,0.00007397871,0.0004359449,0.00002673398,0.00001209745],"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":[0.00007457107,0.00002600285,0.0005629836,0.0006569891,0.0001130024,0.000002449015,0.00009364672,0.06628498,0.8147723,0.02474489,0.002237151,0.09043104],"study_design_scores_gemma":[0.0003011588,0.00003925884,0.0001129442,0.00006194667,0.00001656216,0.000002077278,0.00002484821,0.0008538864,0.9390479,0.0345893,0.02481193,0.0001381668],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4000376,0.0008301736,0.5949379,0.0005713857,0.001678852,0.0001949069,0.0000310739,0.0007755053,0.0009426509],"genre_scores_gemma":[0.9893202,0.0001166824,0.009795647,0.00005160659,0.00005864791,0.00008608995,0.00002782765,0.00003576307,0.0005075553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5892826,"threshold_uncertainty_score":0.7326995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006755587185572861,"score_gpt":0.2288422697639018,"score_spread":0.2220866825783289,"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."}}