{"id":"W2005487278","doi":"10.1038/nprot.2013.007","title":"Investigating electron-transfer processes using a biomimetic hybrid bilayer membrane system","year":2013,"lang":"en","type":"article","venue":"Nature Protocols","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biomolecule; Electron transfer; Redox; Bilayer; Membrane; Nicotinamide adenine dinucleotide; Chemistry; Electrochemistry; Raman spectroscopy; X-ray photoelectron spectroscopy; Lipid bilayer; Biological membrane; Materials science; Nanotechnology; Photochemistry; Electrode; Chemical engineering; Inorganic chemistry; Physical chemistry; Organic chemistry; NAD+ kinase; 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":[0.0001005118,0.0002643054,0.000324976,0.00006362946,0.0001924125,0.0001635719,0.0003674058,0.0002813667,0.0001956669],"category_scores_gemma":[0.0001026441,0.0002089349,0.000115979,0.0006170662,0.0000611642,0.0001573347,0.00003636809,0.0007574939,0.00007256243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123354,"about_ca_system_score_gemma":0.0001715149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004788988,"about_ca_topic_score_gemma":0.000003656513,"domain_scores_codex":[0.9983157,0.00001894657,0.0004016384,0.0004795199,0.0003279051,0.0004563261],"domain_scores_gemma":[0.9990082,0.0000808691,0.0001029209,0.0003824358,0.000266482,0.0001590322],"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":[0.000004016424,0.00006498947,0.0002861562,0.001604017,0.00005542573,7.530953e-7,0.00001922346,0.00001101392,0.9971796,0.0004606164,0.000119726,0.0001944968],"study_design_scores_gemma":[0.0002972153,0.00001331964,0.000004576515,0.0004739295,0.00005804966,0.00002736376,0.00002040289,0.002734324,0.992611,0.000546924,0.00294877,0.0002641632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640355,0.0003081441,0.0009782936,0.0003899929,0.000007222476,0.02972522,0.0000175342,0.0004430179,0.004095032],"genre_scores_gemma":[0.8898216,0.000001271381,0.00167755,0.0001548924,0.0001886094,0.1079045,0.00002881016,0.00004028494,0.000182508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07817925,"threshold_uncertainty_score":0.8520119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333456414668244,"score_gpt":0.2855854415028375,"score_spread":0.2722508773561551,"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."}}