{"id":"W4393238196","doi":"10.1016/j.memsci.2024.122714","title":"Development of Nb-based alloy membranes with improved resistance to corrosion by H2S","year":2024,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"National Natural Science Foundation of China","keywords":"Membrane; Corrosion; Alloy; Materials science; Chemical engineering; Chemistry; Metallurgy; Engineering; Biochemistry","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":[0.001521753,0.0001627453,0.0003192663,0.0003780013,0.00008130937,0.00004526422,0.0005857378,0.00004343134,0.00002369707],"category_scores_gemma":[0.0002735687,0.0001098339,0.0000817827,0.001248109,0.0001406511,0.0004343039,0.00005923911,0.0002424937,0.000005938477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002618903,"about_ca_system_score_gemma":0.0006959091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005923841,"about_ca_topic_score_gemma":0.00001329242,"domain_scores_codex":[0.9977605,0.000009615092,0.000624808,0.0002495034,0.001032658,0.0003229149],"domain_scores_gemma":[0.9989448,0.0001126534,0.0002135528,0.0002143432,0.0002625718,0.0002520523],"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":[0.0001425835,0.00002693352,0.000005321045,0.0003787043,0.00001078534,0.00001714333,0.0004782976,0.001107756,0.9958346,0.00003428828,0.00002589888,0.00193765],"study_design_scores_gemma":[0.0003767599,0.00006784773,0.00001408416,0.0009920492,0.00002295682,0.00004738078,0.00008013369,0.003785521,0.9860055,0.000003597928,0.008449174,0.0001549731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825455,0.0006512835,0.01548862,0.0003606449,0.0003891365,0.0001378141,0.000005660051,0.00004427204,0.0003770656],"genre_scores_gemma":[0.975522,0.000009594337,0.02380874,0.00003732041,0.00004658566,0.000003238109,0.000001120476,0.00002307951,0.0005483176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009829117,"threshold_uncertainty_score":0.4478897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00864427674621004,"score_gpt":0.2443517624685473,"score_spread":0.2357074857223372,"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."}}