{"id":"W4408649509","doi":"10.1021/acsami.4c20384","title":"Surfactant-Mediated Interfacial Hydrogen Evolution Reaction","year":2025,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Materials science; Pulmonary surfactant; Chemical engineering; Hydrogen; Nanotechnology; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001105383,0.000501896,0.0007508763,0.0002719595,0.0003000068,0.0004032346,0.000675314,0.0003682666,0.001857808],"category_scores_gemma":[0.0001293029,0.0004625966,0.00003546719,0.0003018928,0.0002034832,0.0004446325,0.0004074292,0.0001439454,0.003430547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098485,"about_ca_system_score_gemma":0.0001463516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004619643,"about_ca_topic_score_gemma":0.00005545829,"domain_scores_codex":[0.9968209,0.0002048986,0.001035212,0.0008437609,0.0003701395,0.000725126],"domain_scores_gemma":[0.9986039,0.0001165741,0.0004009413,0.0006470641,0.0001306968,0.0001007588],"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":[0.0005167517,0.00009445694,0.0000134932,0.00009811367,0.00005442714,0.000007322404,0.0002310779,0.00001827563,0.9943833,0.002986913,0.001305825,0.000290091],"study_design_scores_gemma":[0.0006481952,0.00006537013,0.00007680369,0.00009604789,0.00007754692,0.000009873859,0.0002193543,9.969889e-7,0.99353,0.002468147,0.002381757,0.0004259392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902178,0.0001852863,0.0001794636,0.0001764259,0.003591625,0.0007086357,0.0002751416,0.0006090532,0.004056538],"genre_scores_gemma":[0.9982032,0.00004568513,0.0001436247,0.0002525431,0.0002664266,0.0001986453,0.0001107427,0.00005308784,0.0007260501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007985364,"threshold_uncertainty_score":0.9997826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008607453336075741,"score_gpt":0.2410975127055635,"score_spread":0.2324900593694878,"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."}}