{"id":"W4415028987","doi":"10.1002/aenm.202503537","title":"Optimizing Lithium Nucleation Overpotential in Anode‐Free Garnet‐Based Hybrid Solid‐State Batteries","year":2025,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Faraday efficiency; Electrolyte; Overpotential; Lithium (medication); Nucleation; Fast ion conductor","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":[0.0001206508,0.0003615333,0.0005097465,0.0003074528,0.00008259431,0.0001438659,0.0003676968,0.0001161727,0.0001391729],"category_scores_gemma":[0.00004827185,0.0003810213,0.00004867866,0.000224946,0.00008807374,0.0005011156,0.0001387933,0.000088168,0.00001034169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290812,"about_ca_system_score_gemma":0.00002169091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000410734,"about_ca_topic_score_gemma":0.00003296242,"domain_scores_codex":[0.9983026,0.00004904485,0.0006137667,0.00038231,0.000132052,0.0005202095],"domain_scores_gemma":[0.9992061,0.00005060415,0.00009402051,0.0005723495,0.00004174745,0.00003516536],"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":[0.00009379302,0.00001860173,0.00001108697,0.0001143452,0.00001991821,0.00002338256,0.00002046765,0.270437,0.7235516,0.000990613,0.0002831437,0.004436084],"study_design_scores_gemma":[0.0009527356,0.00003422069,0.000273411,0.0002066501,0.00001110465,0.000002305239,0.00002816916,0.002458526,0.9795637,0.009247758,0.006844016,0.0003774159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9031441,0.0002580567,0.09023543,0.0001922397,0.002633031,0.0001985587,0.0001534818,0.00150022,0.001684938],"genre_scores_gemma":[0.9895924,0.000370339,0.009192221,0.0002305609,0.00005987613,0.000144127,0.00009102694,0.00007168668,0.000247733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2679785,"threshold_uncertainty_score":0.9998642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004084955625534009,"score_gpt":0.2069226421758855,"score_spread":0.2028376865503515,"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."}}