{"id":"W4406698212","doi":"10.2139/ssrn.5107376","title":"High-Throughput Study Establishing the Universal Benefit of Li Substitution in Oxide Na-Ion Cathodes","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Throughput; Substitution (logic); Cathode; Ion; Oxide; Chemistry; Computer science; Operating system; Organic chemistry; Physical 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":[0.0004068311,0.0003685758,0.0005710878,0.0003182483,0.0003379493,0.001005223,0.0004684491,0.0004694466,0.002111869],"category_scores_gemma":[0.0004832925,0.0001540722,0.0002748288,0.0004226859,0.0001710286,0.0003841034,0.000366142,0.0004933597,0.001151655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003057375,"about_ca_system_score_gemma":0.0002189852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101961,"about_ca_topic_score_gemma":0.001321263,"domain_scores_codex":[0.9997082,0.00002663767,0.00001277877,0.0000672902,0.0001489555,0.00003606126],"domain_scores_gemma":[0.9997622,0.0001033513,0.00001123924,0.00003199966,0.00007265541,0.00001854835],"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":[0.000199492,0.0001155757,0.0007508852,0.00008630763,0.00002404492,0.0000632098,0.00005999104,0.000268473,0.9915001,0.000223742,0.0005630841,0.006145244],"study_design_scores_gemma":[0.00001642231,0.0001890425,0.002100026,0.000004802284,0.00002896587,0.00007039597,0.00005380604,0.004573398,0.9900091,0.0001450729,0.002799547,0.00000961766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593459,0.002387437,0.02839362,0.0002789839,0.000111866,0.0001894381,0.003460288,0.0005843124,0.005248246],"genre_scores_gemma":[0.9727285,0.001607138,0.01366881,0.0001051868,0.00007597799,0.00009804958,0.004121573,0.0001264698,0.007468317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002111869,"threshold_uncertainty_score":0.007064939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080808087131305,"score_gpt":0.2501224727421653,"score_spread":0.2393143918708523,"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."}}