{"id":"W4408309914","doi":"10.1002/adfm.202419748","title":"Print‐and‐Plate Architected Electrodes for Electrochemical Transformations Under Flow","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Electrochemistry; Electrode; Flow (mathematics); Nanotechnology; Composite material; Mechanics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00008189946,0.000168318,0.0001990435,0.0001818929,0.0001140837,0.00003714089,0.0001120764,0.0001040398,0.00007181321],"category_scores_gemma":[0.00009328184,0.0001672587,0.00003549399,0.0002224222,0.0000635828,0.0001839206,0.00002955873,0.0001466092,0.000009561503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204652,"about_ca_system_score_gemma":0.00002801108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.083585e-7,"about_ca_topic_score_gemma":0.000002073601,"domain_scores_codex":[0.9989947,0.00001213966,0.0002558699,0.0002134095,0.0001034387,0.0004204302],"domain_scores_gemma":[0.9995224,0.0001901447,0.00001813598,0.0001638031,0.00006879666,0.00003676143],"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":[0.0001514043,0.00001114464,0.000003720988,0.0001114336,0.00005773367,1.90304e-7,0.000005763184,0.0159565,0.9660423,0.009470857,0.0001402605,0.008048729],"study_design_scores_gemma":[0.00058395,0.00004570732,0.0004651582,0.00002700888,0.00001169017,0.000007171742,0.00001605543,0.002158072,0.9360921,0.05790407,0.002533707,0.0001552854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3014562,0.0001531985,0.69626,0.0004386747,0.0002371457,0.0004257546,0.00005142436,0.000662591,0.0003149775],"genre_scores_gemma":[0.9652714,0.000224033,0.03317989,0.0001102934,0.00004990314,0.0007207598,0.0001702934,0.00003380953,0.0002395738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6638152,"threshold_uncertainty_score":0.6820614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00869041784994412,"score_gpt":0.2469556674682271,"score_spread":0.2382652496182829,"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."}}