{"id":"W4411218082","doi":"10.1021/acssuschemeng.4c10684","title":"Bio-Derived Electrodes Based on a Vitamin K Cathode Material and a Mussel-Inspired Binder for Sustainable Aqueous Zinc-Ion Batteries","year":2025,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"Advanced battery technologies research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Ontario Research Foundation","keywords":"Aqueous solution; Cathode; Zinc; Electrode; Materials science; Inorganic chemistry; Chemical engineering; Ion; Chemistry; Nanotechnology; Metallurgy; Organic chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002205226,0.0005168109,0.0004365307,0.0003463989,0.0002372293,0.0002452285,0.0004085641,0.0003434651,0.00002321982],"category_scores_gemma":[0.0007394899,0.000583555,0.00006772554,0.0006390892,0.0001007348,0.0003174136,0.0002269523,0.0003961265,0.000001143985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000921432,"about_ca_system_score_gemma":0.0001280855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002076082,"about_ca_topic_score_gemma":5.25212e-7,"domain_scores_codex":[0.9973408,0.00001206,0.0003425936,0.0005688985,0.0001956547,0.001539978],"domain_scores_gemma":[0.9987321,0.0002855497,0.00004110739,0.0006024432,0.0002325606,0.0001062644],"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":[0.0001157413,0.00003862193,0.00003406515,0.005488189,0.00006550494,0.0001639727,0.00005979573,0.08761759,0.9043109,0.0005418034,0.0007918307,0.0007719833],"study_design_scores_gemma":[0.0008586374,0.00007877298,0.00004278915,0.0001272778,0.00002662916,0.00001257892,0.001341717,0.0394526,0.9458752,0.000401005,0.01129091,0.0004918342],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308609,0.000405002,0.06478333,0.0004801801,0.00009254554,0.0009482438,0.000022976,0.001797057,0.0006097986],"genre_scores_gemma":[0.993185,0.00007795988,0.002998176,0.00005574678,0.00008744925,0.0008954311,0.00007795307,0.0001342263,0.0024881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06232409,"threshold_uncertainty_score":0.9996616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004162304701144345,"score_gpt":0.2174194426057862,"score_spread":0.2132571379046418,"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."}}