{"id":"W2025595761","doi":"10.1021/ma2003486","title":"Poly(ethylene oxide) Adsorption onto and Desorption from Silica Microspheres: New Insights from Optical Tweezers Electrophoresis","year":2011,"lang":"en","type":"article","venue":"Macromolecules","topic":"Electrostatics and Colloid Interactions","field":"Chemistry","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Adsorption; Polymer; Desorption; Chemistry; Diffusion; Ethylene oxide; Kinetics; Chemical engineering; Chemical physics; Analytical Chemistry (journal); Polymer chemistry; Thermodynamics; Chromatography; Physical chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002265251,0.0002997541,0.0002697078,0.0000467864,0.0001316304,0.0001310282,0.0002139403,0.0002118983,0.001517525],"category_scores_gemma":[0.00005053641,0.0003027665,0.0001137427,0.0001162266,0.00008718183,0.0001476278,0.0000746458,0.0003012094,0.0001019981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390697,"about_ca_system_score_gemma":0.0000872941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143915,"about_ca_topic_score_gemma":0.002970787,"domain_scores_codex":[0.9984893,0.00003112336,0.0003477733,0.0005478676,0.0002129105,0.0003710764],"domain_scores_gemma":[0.9990615,0.0001157902,0.0001264791,0.0003774695,0.00006354474,0.0002551911],"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":[0.0002337089,0.0001284415,0.0006226461,0.000007838591,0.0001385284,0.00001604887,0.0007257806,3.200866e-7,0.9919316,0.0007364295,0.0006717983,0.004786816],"study_design_scores_gemma":[0.0006278254,0.00009273326,0.004038593,0.00006179945,0.0001237523,0.000009216143,0.0003315943,0.0001680835,0.9816303,0.01087146,0.001693615,0.0003510385],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896505,0.00417891,0.002093975,0.00009382198,0.00005973417,0.00007670228,0.0000828402,0.000111952,0.003651505],"genre_scores_gemma":[0.9870221,0.0004747809,0.010947,0.0001831344,0.000142226,0.00002449732,0.0002210283,0.00005372489,0.000931509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01142072,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063401411174625,"score_gpt":0.213042894504123,"score_spread":0.2024088803923768,"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."}}