{"id":"W4398152811","doi":"10.2139/ssrn.4835064","title":"2d-3d Electron Transfer Functions and Stability of Sustainable Graphitic Biocarbon in Fuel Cell Application","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Electron transfer; Stability (learning theory); Environmental science; Materials science; Computer science; Chemistry; Photochemistry","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":[0.0001462755,0.0002918137,0.0002046877,0.0004913625,0.0002992121,0.0007788137,0.000349366,0.000663637,0.003688049],"category_scores_gemma":[0.0003786312,0.0001385533,0.0001435266,0.000402383,0.000484673,0.0005163404,0.0003538103,0.000327342,0.0004306228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139862,"about_ca_system_score_gemma":0.0001352484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004423909,"about_ca_topic_score_gemma":0.0004823711,"domain_scores_codex":[0.9999552,0.000008254484,0.000001820243,0.000009719363,0.00001436974,0.00001063961],"domain_scores_gemma":[0.9999375,0.00002926004,0.000006023129,0.00001036547,0.00001040176,0.00000634273],"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":[0.001218328,0.0001894103,0.003457986,0.0006795425,0.00006645011,0.0005701307,0.0004431835,0.1379657,0.5197715,0.2815813,0.002987875,0.05106855],"study_design_scores_gemma":[0.00003439564,0.0002487059,0.006046268,0.00004835935,0.0000360179,0.0003161303,0.0003212948,0.5060608,0.3363,0.1440629,0.006439642,0.00008543127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741824,0.001746592,0.009933219,0.0002324765,0.0000498456,0.000007015724,0.000265034,0.0001141858,0.01346925],"genre_scores_gemma":[0.9969324,0.0003048594,0.0009555661,0.00002142311,0.000007426875,0.000008606382,0.0001232726,0.00002617962,0.001620269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003688049,"threshold_uncertainty_score":0.01233768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003085817224026654,"score_gpt":0.1839527689373199,"score_spread":0.1808669517132933,"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."}}