{"id":"W4376455435","doi":"10.2139/ssrn.4443581","title":"Amino-Doping Regulates the Surface of Nickel-Based Catalysts to Promote the Formation of the Real Active States","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Surface Chemistry and Catalysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Nickel; Catalysis; Doping; Chemistry; Nanotechnology; Materials science; Optoelectronics; Biochemistry; 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":[0.00009742195,0.0002077222,0.0002081223,0.0001298654,0.0001950767,0.0005540301,0.0004333794,0.0003389971,0.002034863],"category_scores_gemma":[0.0002452916,0.0001362071,0.0001404434,0.0001218883,0.0002807329,0.0002581794,0.0002309839,0.000344474,0.0005143255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003814548,"about_ca_system_score_gemma":0.0001160821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004368957,"about_ca_topic_score_gemma":0.0006263046,"domain_scores_codex":[0.9998864,0.000009122122,0.000006453396,0.00003055524,0.00004488803,0.00002249784],"domain_scores_gemma":[0.9999123,0.00002169211,0.00002071717,0.00001623401,0.00001598972,0.00001310163],"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":[0.0001151207,0.00002909202,0.00020692,0.0000542407,0.000006428611,0.00004698607,0.00003391701,0.0001575049,0.9969547,0.0005781495,0.00008536533,0.001731491],"study_design_scores_gemma":[0.000006117485,0.00004120103,0.0006498485,0.000002671099,0.000005397519,0.00004753557,0.00002325167,0.002384137,0.9957601,0.0001395386,0.0009361515,0.000003975719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890881,0.0006177397,0.003265111,0.0001332429,0.00006516917,0.00001854327,0.0001004434,0.0001611581,0.006550506],"genre_scores_gemma":[0.9972704,0.0001922316,0.000880103,0.00002910309,0.000009147351,0.00000721159,0.00006352985,0.00003381283,0.001514453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002034863,"threshold_uncertainty_score":0.006807327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00949035303660242,"score_gpt":0.2241345463348276,"score_spread":0.2146441932982251,"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."}}