{"id":"W4401705527","doi":"10.26434/chemrxiv-2024-0n1df","title":"Impact of binder content on particle fracture and microstructure of solvent-free electrodes for Li-ion batteries","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Microstructure; Composite material; Electrode; Porosity; Particle (ecology); Electrochemistry; Volume fraction; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002976121,0.0003358212,0.0003916238,0.0003168641,0.0002166769,0.0006392919,0.0003746008,0.0004162585,0.001137256],"category_scores_gemma":[0.0009444513,0.0001940336,0.00018201,0.0002905495,0.0002417905,0.000473355,0.0002747652,0.0003306599,0.0002240683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003318941,"about_ca_system_score_gemma":0.0001422394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026454,"about_ca_topic_score_gemma":0.002679075,"domain_scores_codex":[0.9996665,0.00003390557,0.00004068584,0.00006930941,0.0001351322,0.00005461101],"domain_scores_gemma":[0.999647,0.0001180902,0.00008481004,0.00003570508,0.00007505446,0.00003921436],"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":[0.0001611019,0.00002641167,0.0003306786,0.0000570982,0.000009305837,0.00006379442,0.00003784087,0.0002232315,0.997003,0.00002802836,0.00001680222,0.002042789],"study_design_scores_gemma":[0.000005278358,0.000103997,0.002131794,0.000004956539,0.0000121804,0.00004472872,0.00001706162,0.0006503161,0.9967161,0.00001092999,0.0002986721,0.000003912175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969018,0.0008804185,0.001273794,0.00002957534,0.0000142751,0.00001300997,0.0001544803,0.00005425655,0.0006785816],"genre_scores_gemma":[0.997712,0.0004333755,0.001114855,0.00001526455,0.000004816419,0.00001294689,0.00009811819,0.00004587603,0.0005628351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001137256,"threshold_uncertainty_score":0.003804505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316299404385107,"score_gpt":0.2758526324711658,"score_spread":0.2526896384273147,"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."}}