{"id":"W4392192721","doi":"10.26434/chemrxiv-2024-n1qmz","title":"Roadmap for the development of transition metal oxide cathodes for rechargeable zinc-ion batteries","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cathode; Zinc; Transition metal; Nanotechnology; Materials science; Oxide; Engineering physics; 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":[0.000434194,0.0002733666,0.0003503354,0.0001425459,0.000086579,0.00004069707,0.0004517572,0.0002938556,0.00001623942],"category_scores_gemma":[0.000105326,0.000218473,0.0001810306,0.0001197687,0.00008499961,0.00005255485,0.0002856252,0.0004591005,0.000007657081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992967,"about_ca_system_score_gemma":0.00008274995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002420063,"about_ca_topic_score_gemma":0.00001203553,"domain_scores_codex":[0.9987268,0.000008727893,0.0004045377,0.0003487612,0.0001659362,0.0003451723],"domain_scores_gemma":[0.9990752,0.0002786764,0.00005454419,0.000464105,0.000100803,0.00002670334],"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":[0.0000975397,0.00004868258,0.00000446852,0.01366784,0.0007902206,0.000001794287,0.002268695,0.03473835,0.8851217,0.0006190979,0.004353787,0.05828783],"study_design_scores_gemma":[0.0001388892,0.00001657194,0.00001223205,0.0002452126,0.00006052155,0.000001280614,0.0002930796,0.01645803,0.960157,0.01050356,0.01187261,0.0002410134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2319847,0.002550038,0.7610394,0.0008317435,0.0006764614,0.001895155,0.00009362035,0.0007462456,0.0001826203],"genre_scores_gemma":[0.803569,0.0002258021,0.1908059,0.00001639624,0.000120348,0.004544884,0.0001993164,0.0001435771,0.0003747695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5715842,"threshold_uncertainty_score":0.8909069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05399752554432123,"score_gpt":0.3045602629919482,"score_spread":0.2505627374476269,"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."}}