{"id":"W7125150646","doi":"10.18280/rcma.350616","title":"Polymeric and Hybrid Membranes for Achieving Ultra-Low Sulfur Fuel Requirements","year":2025,"lang":"","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Synthesis and properties of polymers","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Sulfur; Fuel cells; Process (computing); Polymer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006897854,0.0005954178,0.0009220638,0.002460338,0.0002106769,0.0007765627,0.0004799027,0.0009474804,0.002093787],"category_scores_gemma":[0.0005704223,0.0002409427,0.001093324,0.001546803,0.0002268179,0.001364507,0.0005038139,0.0004383175,0.0006858321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005231495,"about_ca_system_score_gemma":0.0008546314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006168378,"about_ca_topic_score_gemma":0.001710228,"domain_scores_codex":[0.9994621,0.00009436616,0.00007929735,0.00008509246,0.0002373085,0.00004183689],"domain_scores_gemma":[0.9997922,0.00008814302,0.00005907865,0.00001000438,0.00004381159,0.000006775658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002357423,0.0001428871,0.001311981,0.1544143,0.001615806,0.0009724361,0.0001592426,0.002422704,0.2597967,0.01060724,0.004865204,0.5634557],"study_design_scores_gemma":[0.00006247783,0.0009757475,0.004506206,0.009816024,0.002270009,0.002734035,0.0003026527,0.001282495,0.2112871,0.003786748,0.7628993,0.00007707128],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01201193,0.9795057,0.004156099,0.0003350095,0.0001451303,0.00005218293,0.0003308401,0.00005177352,0.003411384],"genre_scores_gemma":[0.06776457,0.9199036,0.008739599,0.0004297672,0.0001144299,0.0001029404,0.0004942539,0.0000159005,0.002434986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002460338,"threshold_uncertainty_score":0.00700444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05748618686050427,"score_gpt":0.2989425973671225,"score_spread":0.2414564105066182,"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."}}