{"id":"W4412728616","doi":"10.1021/acs.macromol.4c03070","title":"Depletion Interaction between Cylindrical Inclusions in Polymer Brushes","year":2025,"lang":"en","type":"article","venue":"Macromolecules","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Korea Institute for Advanced Study; National Research Foundation of Korea","keywords":"Polymer; Polymer science; Inclusion (mineral); Materials science; Polymer chemistry; Chemistry; Chemical engineering; Composite material; Mineralogy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001183183,0.0001649044,0.0002329516,0.0002379214,0.0005344778,0.0004323274,0.0002577475,0.0003109165,0.0008483799],"category_scores_gemma":[0.0002819553,0.0001696721,0.0002235523,0.0001469983,0.0005313729,0.0005586961,0.0006291626,0.0002901304,0.00007576721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003442879,"about_ca_system_score_gemma":0.0003657338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189413,"about_ca_topic_score_gemma":0.001862644,"domain_scores_codex":[0.9999348,0.000007714021,0.000003067949,0.00001194309,0.0000188645,0.00002363786],"domain_scores_gemma":[0.9999046,0.00003090749,0.00001728895,0.000008015107,0.00001145809,0.00002765118],"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":[0.0003284711,0.0003004039,0.008579712,0.0002505658,0.0001046955,0.001103993,0.0007535311,0.3285466,0.6014505,0.04763033,0.0005527726,0.01039841],"study_design_scores_gemma":[0.00004432529,0.0001867899,0.006878359,0.00001194855,0.00002034468,0.0001239062,0.0001393373,0.9489499,0.03862273,0.003801767,0.001190686,0.0000298512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913277,0.0001257635,0.006895054,0.0000364641,0.000006408477,0.00001110055,0.0000158792,0.00002155952,0.001560117],"genre_scores_gemma":[0.9979736,0.00009874535,0.001424892,0.00001142555,0.000002122699,0.00001189904,0.00001959015,0.000006027975,0.0004516199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00189413,"threshold_uncertainty_score":0.003766179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886736747574482,"score_gpt":0.3112695232826103,"score_spread":0.2924021558068655,"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."}}