{"id":"W4394014649","doi":"10.1021/acsomega.4c00318","title":"Atomic-Scale Characterization of Microscale Battery Particles Enabled by a High-Throughput Focused Ion Beam Milling Technique","year":2024,"lang":"en","type":"article","venue":"ACS Omega","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; British Columbia Knowledge Development Fund; Simon Fraser University; CMC Microsystems","keywords":"Microscale chemistry; Materials science; Focused ion beam; Cathode; Coating; Nanotechnology; Characterization (materials science); Particle (ecology); Ion; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001689331,0.0001999751,0.0002705172,0.0001001875,0.00004073549,0.00007521806,0.0001564898,0.0001137714,0.00003963947],"category_scores_gemma":[0.000008868337,0.0002056323,0.00003316243,0.0002209866,0.0000443715,0.0004319578,0.00005794846,0.00009974523,0.00005152899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009528462,"about_ca_system_score_gemma":0.00001015117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000817097,"about_ca_topic_score_gemma":7.700088e-7,"domain_scores_codex":[0.9988357,0.00002652708,0.0004466855,0.0002591371,0.0001390539,0.0002928755],"domain_scores_gemma":[0.9995495,0.00004961003,0.00005543498,0.0002782958,0.00002690368,0.00004026171],"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":[0.00001084048,0.00002598049,0.000121123,0.0003027553,0.00003296676,0.000003744929,0.0001585629,0.0002061393,0.997153,0.00002875809,0.0008875079,0.001068612],"study_design_scores_gemma":[0.0001937917,0.00003204481,0.0001700998,0.000209423,0.00002344302,0.000004728635,0.00000911705,0.00037638,0.9927132,0.0004590281,0.005599558,0.0002092175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219189,0.0002017174,0.07594788,0.00009383661,0.0008023595,0.0003585985,0.0001780262,0.0004685795,0.00003011307],"genre_scores_gemma":[0.9965258,0.0001478544,0.002576293,0.00007187746,0.0001407021,0.0001599831,0.0001705515,0.00008526958,0.0001216482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07460693,"threshold_uncertainty_score":0.8385441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007101666900310207,"score_gpt":0.2155026040228415,"score_spread":0.2084009371225313,"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."}}