{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001510167,0.001043824,0.0007611089,0.0007498083,0.0003263197,0.001594388,0.00148959,0.001707243,0.007408096],"category_scores_gemma":[0.001096221,0.0003459916,0.0007620266,0.0005183546,0.0003514624,0.00216573,0.001147006,0.001573616,0.003493692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009385872,"about_ca_system_score_gemma":0.00194026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285317,"about_ca_topic_score_gemma":0.001629655,"domain_scores_codex":[0.9996302,0.00005298737,0.00002349821,0.00005406441,0.0001683269,0.00007083465],"domain_scores_gemma":[0.9996454,0.00005911641,0.00002867983,0.00002432661,0.0001767245,0.00006576177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005073044,0.001231822,0.004172545,0.008986255,0.0002181723,0.001454663,0.000363273,0.05803183,0.3685166,0.0828478,0.03103288,0.442637],"study_design_scores_gemma":[0.000382846,0.003775138,0.003145456,0.001532073,0.0002463802,0.001209653,0.0006662729,0.1050487,0.251251,0.04936516,0.583198,0.0001793192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.240992,0.407437,0.2569409,0.02141611,0.002035781,0.001127891,0.002605492,0.00366415,0.06378068],"genre_scores_gemma":[0.437444,0.2609098,0.2849097,0.001990118,0.0003877026,0.0009315308,0.003904497,0.0004780244,0.009044705],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007408096,"threshold_uncertainty_score":0.02478248,"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."}}