{"id":"W4311791751","doi":"10.3390/catal12121646","title":"Lignin Electrolysis at Room Temperature on Nickel Foam for Hydrogen Generation: Performance Evaluation and Effect of Flow Rate","year":2022,"lang":"en","type":"article","venue":"Catalysts","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Polymer electrolyte membrane electrolysis; Electrolysis; Hydrogen production; Anode; Lignin; Chemistry; Electrolysis of water; Dielectric spectroscopy; Chemical engineering; Inorganic chemistry; High-pressure electrolysis; Cathode; Hydrogen; Electrochemistry; Materials science; Electrolyte; Organic chemistry; Electrode","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001445362,0.0002655272,0.0003662508,0.0002191742,0.0005418354,0.00001862028,0.0002180227,0.0001068252,0.00006624019],"category_scores_gemma":[0.0001221611,0.0002494378,0.0001600192,0.0004495919,0.00002865035,0.0001609812,0.0001198713,0.0001779639,0.00001603294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006317311,"about_ca_system_score_gemma":0.000104702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004233675,"about_ca_topic_score_gemma":0.0001247875,"domain_scores_codex":[0.9978973,0.0003279788,0.0003115544,0.000527073,0.0006047784,0.0003312605],"domain_scores_gemma":[0.9989147,0.0001567332,0.0001876464,0.0004919361,0.0001708547,0.00007819552],"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":[0.000622134,0.00004169725,0.0003618734,0.00006646712,0.0002127958,0.000002123483,0.0001653808,0.04316593,0.9402071,0.0001259908,0.004431031,0.01059743],"study_design_scores_gemma":[0.001834342,0.001387622,0.0001531741,0.00001064316,0.0002797474,0.0000188119,0.00000772099,0.1051121,0.8886606,0.00001930619,0.002289868,0.0002260366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976138,0.00103578,0.000003318542,0.0001281579,0.0001859623,0.0005747882,0.00001511785,0.00005185964,0.0003911549],"genre_scores_gemma":[0.9950792,0.00003601989,0.00003665973,0.0001068551,0.0001802681,0.0006793902,0.002458143,0.00005055102,0.001372884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06194621,"threshold_uncertainty_score":0.9999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00819359757651047,"score_gpt":0.2292793169566578,"score_spread":0.2210857193801473,"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."}}