{"id":"W2060397382","doi":"10.1016/j.electacta.2014.02.046","title":"Method for equivalent circuit determination for electrochemical impedance spectroscopy data of protein adsorption on solid surfaces","year":2014,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Constant phase element; Dielectric spectroscopy; Equivalent circuit; Capacitance; Resistor; Analytical Chemistry (journal); RC circuit; Electrode; Materials science; Electrical impedance; Electrochemistry; Replicate; Bovine serum albumin; Chemistry; Electronic engineering; Voltage; Chromatography; Electrical engineering; Short circuit; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0005422113,0.0003430035,0.0005606624,0.00008614881,0.0001450454,0.00004660172,0.001017506,0.0002204708,0.0000471802],"category_scores_gemma":[0.0004448755,0.0003314319,0.0002543339,0.0002399891,0.00005478892,0.0001340171,0.00008454514,0.000302252,0.000004643472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374091,"about_ca_system_score_gemma":0.00009635801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000322433,"about_ca_topic_score_gemma":0.00001194157,"domain_scores_codex":[0.9972981,0.00004090445,0.0006342535,0.0009679207,0.0003395814,0.0007192265],"domain_scores_gemma":[0.9974531,0.0006632233,0.000501244,0.001081912,0.0001810569,0.0001194813],"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":[0.0002850914,0.0003487879,0.000005898401,0.0002310583,0.00008314479,2.054095e-8,0.00001633737,0.000002901369,0.9913275,0.003954296,0.0004192312,0.003325752],"study_design_scores_gemma":[0.0006785881,0.0004327155,0.000004395568,0.00005906587,0.0001642791,0.000002863321,0.000004722549,0.08907993,0.8894677,0.0155135,0.004283193,0.0003090897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4514752,0.00008431775,0.5455732,0.0008694072,0.00001364229,0.0008437661,0.0001564329,0.0001300006,0.0008539945],"genre_scores_gemma":[0.9473102,0.00003754282,0.04960217,0.0001048062,0.0003769323,0.0006913034,0.001395018,0.00006576892,0.0004162554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4959711,"threshold_uncertainty_score":0.9999138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298873789046421,"score_gpt":0.3370423185471498,"score_spread":0.3040535806566856,"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."}}