{"id":"W2056379510","doi":"10.1021/la036164l","title":"Molecular Weight and Polydispersity Estimation of Adsorbing Polymer Brushes by Atomic Force Microscopy","year":2004,"lang":"en","type":"article","venue":"Langmuir","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dispersity; Polymer; Gel permeation chromatography; Atomic force microscopy; Molar mass distribution; Analytical Chemistry (journal); Chemistry; Materials science; Polymer chemistry; Chromatography; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004163589,0.0003981527,0.0002467007,0.0006947039,0.0001680106,0.0002649098,0.0002727755,0.00032122,0.000440079],"category_scores_gemma":[0.001239381,0.0001498258,0.0001447835,0.0002339992,0.0002338355,0.0004162639,0.0002088489,0.0003661484,0.0001843701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000267701,"about_ca_system_score_gemma":0.0001059169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006237815,"about_ca_topic_score_gemma":0.000868261,"domain_scores_codex":[0.9996789,0.00003042446,0.00001842836,0.00005714464,0.0001810067,0.00003409133],"domain_scores_gemma":[0.9995102,0.0001711901,0.00009152245,0.00003565396,0.0001501421,0.00004134941],"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":[0.00001752922,0.00001043471,0.001042012,0.00001382278,0.000003837632,0.000008324889,0.00001735155,0.000103743,0.9966217,0.00002225494,0.000007518285,0.002131428],"study_design_scores_gemma":[0.000004586393,0.0001304092,0.01410931,0.000005708032,0.00001676021,0.0001060493,0.00002747553,0.009050526,0.9760034,0.00006855196,0.0004655358,0.00001174474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837943,0.0006950747,0.01492598,0.0000241808,0.000004746172,0.00003320148,0.00009778963,0.00008599326,0.0003388565],"genre_scores_gemma":[0.9594114,0.0007904108,0.03898966,0.00002561253,0.000009193862,0.0000512057,0.0002284456,0.00001899945,0.0004750972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006947039,"threshold_uncertainty_score":0.002201915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005428397496069223,"score_gpt":0.2477683864409327,"score_spread":0.2423399889448635,"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."}}