{"id":"W2332861990","doi":"10.1021/jp311573q","title":"Rapid and Sensitive Polarization Measurement for Characterizing Protein Adsorption at the Solid–Liquid Interface","year":2013,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Adsorption; Polarization (electrochemistry); Interface (matter); Materials science; Solid surface; Analytical Chemistry (journal); Chemical physics; Chemistry; Chromatography; Physical chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070736,0.0006192529,0.0003427514,0.0004807063,0.0003512072,0.0004858253,0.0005702184,0.0005011261,0.001110703],"category_scores_gemma":[0.001020682,0.0002978227,0.0002500337,0.0003694579,0.0004924128,0.0006929444,0.0006524461,0.00120926,0.0005357044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002365676,"about_ca_system_score_gemma":0.0003886733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003858899,"about_ca_topic_score_gemma":0.0005447122,"domain_scores_codex":[0.9994022,0.0001627005,0.00003252452,0.00008082343,0.0002549741,0.00006688954],"domain_scores_gemma":[0.9994581,0.0002805413,0.00006162757,0.00004931221,0.0001015494,0.00004894008],"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":[0.00001151257,0.000009910737,0.0001156367,0.00002670696,0.000001870656,0.00001172087,0.0000126238,0.00008321228,0.9969956,0.0001563703,0.00003566568,0.002539234],"study_design_scores_gemma":[0.000003830924,0.00006784133,0.0003641327,0.000002794437,0.000004167708,0.00005743031,0.00001248261,0.003083157,0.9953342,0.00008221704,0.0009797107,0.00000805875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4835862,0.003202988,0.5083341,0.0004844748,0.0001492799,0.0002372604,0.0004050773,0.0007838865,0.002816754],"genre_scores_gemma":[0.6544609,0.002708037,0.3399886,0.0001457836,0.00007214588,0.0002451374,0.0004048619,0.000111127,0.001863347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001110703,"threshold_uncertainty_score":0.00566268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332503105631462,"score_gpt":0.2659824708048238,"score_spread":0.2426574397485092,"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."}}