{"id":"W4410221472","doi":"10.1016/j.mtsust.2025.101137","title":"Zinc-spray-coated carbon fibres as lean anodes for low-cost zinc-ion batteries","year":2025,"lang":"en","type":"article","venue":"Materials Today Sustainability","topic":"Advanced battery technologies research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queensland University of Technology; Australian Research Council; Canadian Anesthesia Research Foundation","keywords":"Zinc; Anode; Materials science; Carbon fibers; Metallurgy; Galvanic anode; Chemical engineering; Chemistry; Cathodic protection; Electrode; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006766312,0.0004247122,0.0006174062,0.000285992,0.0002262794,0.0001810991,0.0005711424,0.0003409312,0.0001673154],"category_scores_gemma":[0.001398804,0.0004194459,0.000090059,0.0004456697,0.0003646311,0.000290979,0.0003975862,0.0002171476,0.00001169959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108554,"about_ca_system_score_gemma":0.0001219837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002976147,"about_ca_topic_score_gemma":0.00008004372,"domain_scores_codex":[0.9974347,0.0001017647,0.000628888,0.0006146178,0.0002323479,0.0009876345],"domain_scores_gemma":[0.9981009,0.0003146839,0.00006707924,0.001024454,0.0004152708,0.00007765186],"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":[0.001006558,0.0001850652,0.004280843,0.00744565,0.0001577355,0.00005060094,0.0003598653,0.004436625,0.9613684,0.004248103,0.003881164,0.0125794],"study_design_scores_gemma":[0.0005218661,0.00009249174,0.001750426,0.00007587004,0.00001724613,0.000002304124,0.0006682423,0.0003059109,0.9456558,0.03592369,0.01459589,0.0003902562],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907537,0.00009974137,0.002179746,0.001273243,0.0007354346,0.002295505,0.0001446288,0.001672125,0.000845931],"genre_scores_gemma":[0.997429,0.00001863282,0.000348121,0.00005943987,0.00007975237,0.0009626075,0.00009719837,0.00006332072,0.0009419153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03167558,"threshold_uncertainty_score":0.9998257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009330475888570274,"score_gpt":0.2840616276379401,"score_spread":0.2747311517493699,"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."}}