{"id":"W4404191007","doi":"10.54097/c6mtz744","title":"Enhancing Battery Performance and Safety Through Nanomaterial Coatings","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Battery (electricity); Nanomaterials; Materials science; Nanotechnology","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":[0.0001119365,0.0003158368,0.0001178232,0.000167066,0.0001493004,0.0003909293,0.0002311849,0.000390977,0.0009808018],"category_scores_gemma":[0.0002757422,0.000119483,0.0001748783,0.0001100293,0.0001131835,0.0005665049,0.0002172426,0.0002650718,0.0003993415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000258741,"about_ca_system_score_gemma":0.0001310824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002847567,"about_ca_topic_score_gemma":0.000554616,"domain_scores_codex":[0.9998964,0.000006258823,0.000006581045,0.00002341776,0.0000506428,0.000016694],"domain_scores_gemma":[0.9999112,0.00002234224,0.00001785095,0.000008417554,0.00003468112,0.000005513106],"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":[0.00001487169,0.00001232574,0.0001402354,0.0001422775,0.000005463654,0.0000500884,0.000011316,0.0003515567,0.9860044,0.0004350878,0.0002022862,0.01263013],"study_design_scores_gemma":[0.000002479568,0.00006137737,0.0003412413,0.00001104697,0.000009010303,0.0001134444,0.00001205492,0.001583703,0.9906247,0.000132315,0.007103792,0.000004786079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034575,0.02011224,0.03773609,0.000959,0.0005260466,0.00008430405,0.0003137443,0.0005940662,0.03621713],"genre_scores_gemma":[0.9703851,0.007809314,0.01593566,0.0001648164,0.00005388216,0.00002884286,0.0001190874,0.0000568886,0.005446391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009808018,"threshold_uncertainty_score":0.003281057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005106663544341061,"score_gpt":0.2118583031072212,"score_spread":0.2067516395628801,"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."}}