{"id":"W4410099909","doi":"10.1002/admi.202500123","title":"Mechanistic Insights into the Surface Instabilities of TiNb<sub>2</sub>O<sub>7,</sub> a High‐Power Li‐Ion Anode","year":2025,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Basic Energy Sciences; SLAC National Accelerator Laboratory; Natural Sciences and Engineering Research Council of Canada; Office of Science; U.S. Department of Energy","keywords":"Materials science; Anode; Ion; Chemical physics; Nanotechnology; Atomic physics; Physical chemistry; Electrode; Physics; Chemistry","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":[0.0003957837,0.0006602114,0.0009294067,0.0001884018,0.0001992143,0.0001612588,0.0007291181,0.0002143427,0.0001233442],"category_scores_gemma":[0.000227058,0.0005444798,0.00006049027,0.0003211798,0.0003069293,0.0007015699,0.0004685132,0.0001965601,0.0001020974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002645041,"about_ca_system_score_gemma":0.00004716637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002389912,"about_ca_topic_score_gemma":0.00005351419,"domain_scores_codex":[0.9969215,0.0002403758,0.00126512,0.0006068645,0.0003573514,0.0006087928],"domain_scores_gemma":[0.9980595,0.0003779515,0.0003230995,0.0009822687,0.0001920474,0.00006520558],"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":[0.0002202422,0.00005720364,0.000005794363,0.0006589661,0.0001305585,0.000004407278,0.001422494,0.02234345,0.9714414,0.001795502,0.0001540043,0.001765962],"study_design_scores_gemma":[0.0005956006,0.0001484026,0.00007728517,0.0006501559,0.00006216709,0.00000277557,0.0005814539,0.00006739682,0.9806392,0.01609115,0.0005901232,0.0004942861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861929,0.001013258,0.004134493,0.00009502851,0.006787609,0.0008708912,0.0001231446,0.0004866197,0.0002960502],"genre_scores_gemma":[0.9973139,0.0009056681,0.001180016,0.0001406357,0.00008436238,0.000174942,0.00004140785,0.0001206478,0.00003848605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02227606,"threshold_uncertainty_score":0.9997007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005515017170481104,"score_gpt":0.2216439557298695,"score_spread":0.2161289385593884,"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."}}