{"id":"W4403196947","doi":"10.1021/acs.jpcc.4c03418","title":"Roadmap for the Development of Transition Metal Oxide Cathodes for Rechargeable Zinc-Ion Batteries","year":2024,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Advanced battery technologies research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cathode; Zinc; Transition metal; Oxide; Materials science; Nanotechnology; Inorganic chemistry; Metallurgy; Chemistry; Engineering; Electrical engineering; Catalysis","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":[0.0003413182,0.00009277648,0.0001561785,0.00001694736,0.00006113161,0.00001496673,0.0002613392,0.00003692703,0.000007809332],"category_scores_gemma":[0.00005517276,0.00005193625,0.0001149676,0.00007715637,0.0000680571,0.0001014922,0.00002101597,0.0002154952,9.887707e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008198065,"about_ca_system_score_gemma":0.00004116202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.685519e-7,"about_ca_topic_score_gemma":2.553061e-7,"domain_scores_codex":[0.9994085,0.000006820748,0.0002252259,0.00005577473,0.0001561987,0.0001475089],"domain_scores_gemma":[0.9991846,0.0005595424,0.00004329643,0.0001191448,0.00007374741,0.00001963663],"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":[0.00005335509,0.0000148721,8.856648e-8,0.0004083348,0.0001043762,4.131848e-7,0.0006509222,0.007985211,0.9821206,0.00004170392,0.0003215436,0.008298548],"study_design_scores_gemma":[0.0001137785,0.00003502887,0.000002853391,0.00008227626,0.00004842747,0.00001073812,0.0003389819,0.0200102,0.9728848,0.0032884,0.003125726,0.00005883222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6384481,0.0006761041,0.3596628,0.0007323135,0.00005376458,0.0002016854,0.00002264532,0.00006703534,0.0001355596],"genre_scores_gemma":[0.9945849,0.00002635603,0.004952705,0.000004647606,0.0001528448,0.00002837816,0.00000274945,0.00002139183,0.0002260119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561368,"threshold_uncertainty_score":0.2117899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758802270217721,"score_gpt":0.2943542596605639,"score_spread":0.2667662369583867,"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."}}