{"id":"W4386576746","doi":"10.2139/ssrn.4567067","title":"Surface-Induced Co/Co9s8 Nanodots Embedded in Nitrogen-Doped Hollow Carbon Nanocubes for High-Performance Overall Water Splitting","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nanodot; Materials science; Carbon fibers; Doping; Nitrogen; Chemical engineering; Nanotechnology; Surface modification; Optoelectronics; Chemistry; Composite material; Composite number; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002812419,0.0008749759,0.001167396,0.0003462467,0.0003454087,0.0003145695,0.001073198,0.0008901104,0.00007906187],"category_scores_gemma":[0.0001597712,0.0007734098,0.0004684065,0.0001493704,0.00005808874,0.0002540007,0.0004441599,0.00430617,0.00008117549],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004283372,"about_ca_system_score_gemma":0.003430242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063659,"about_ca_topic_score_gemma":0.0005156834,"domain_scores_codex":[0.9918866,0.00009255614,0.001563922,0.001020778,0.0006608277,0.004775357],"domain_scores_gemma":[0.9977387,0.0001581855,0.0007610499,0.0009386429,0.000218675,0.0001847243],"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":[0.0004023952,0.0001386759,0.002718135,0.000542535,0.0008149669,0.00003153512,0.0003664864,0.0009500093,0.9931327,0.0003313096,0.00004048894,0.0005307699],"study_design_scores_gemma":[0.002935654,0.0001398977,0.0001430298,0.0005561688,0.0002274476,0.0003110098,0.0004926859,0.00107773,0.9490964,0.04387167,0.00014802,0.001000222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961466,0.0003560667,0.00002982068,0.0002726269,0.001710531,0.0006087088,0.0001026119,0.0002657991,0.0005072997],"genre_scores_gemma":[0.9919916,0.001368997,0.000160464,0.00002012942,0.001078277,0.000160591,0.000616035,0.0003286987,0.004275158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04403622,"threshold_uncertainty_score":0.999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267324011401658,"score_gpt":0.2701117783105133,"score_spread":0.2474385381964967,"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."}}