{"id":"W4404708953","doi":"10.2139/ssrn.5033638","title":"Interfacial Engineering of Defects-Enriched Ruo2-Co3o4-X/Cobalt Foam Heterojunctions with Modulated Ru-O-Co Electronic Bridges for Long-Term Efficient Sulfur Removal and Direct Alkaline Seawater Hydrogen Production","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Cobalt; Sulfur; Seawater; Heterojunction; Materials science; Hydrogen production; Hydrogen; Chemical engineering; Chemistry; Metallurgy; Optoelectronics; Oceanography; Engineering; Geology; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006378393,0.0002084706,0.0001876694,0.0001277698,0.000125143,0.0003371949,0.0002908208,0.0003100283,0.0008465205],"category_scores_gemma":[0.0001179152,0.0001172691,0.0001540549,0.0001482934,0.0001157804,0.0001879907,0.0001749673,0.0002099037,0.0001524626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124437,"about_ca_system_score_gemma":0.00007505221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004198456,"about_ca_topic_score_gemma":0.000904817,"domain_scores_codex":[0.9999386,0.000003776309,0.000003479091,0.00001586916,0.0000166266,0.00002175567],"domain_scores_gemma":[0.9999576,0.000006061985,0.00001179514,0.00000636208,0.00001053757,0.000007729344],"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":[0.00007808464,0.00002321317,0.0001343446,0.00004424347,0.00001007702,0.0000738243,0.00002358797,0.0002256175,0.9976433,0.0001579444,0.00006853052,0.001517103],"study_design_scores_gemma":[0.00001240872,0.000130353,0.001311747,0.000003412063,0.00001734829,0.00005987207,0.00003672433,0.002807017,0.9949721,0.00004009911,0.0006038946,0.000005010259],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985372,0.0001553438,0.0006558218,0.00002188154,0.00001847735,0.000003823059,0.00002726247,0.00004046596,0.0005396769],"genre_scores_gemma":[0.9991049,0.00005769947,0.0003111574,0.000007042554,0.000002951828,0.00000452686,0.00002769837,0.000008718648,0.0004752029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008465205,"threshold_uncertainty_score":0.002831936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007598789835223229,"score_gpt":0.2339064514283425,"score_spread":0.2263076615931192,"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."}}