{"id":"W4409982584","doi":"10.1002/pol.20250284","title":"Block Copolymer Boronic Ester Vitrimers: Balancing Self‐Healing and Creep Through Self‐Assembly","year":2025,"lang":"en","type":"article","venue":"Journal of Polymer Science","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centre québécois sur les matériaux fonctionnels; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Copolymer; Self-healing; Creep; Block (permutation group theory); Materials science; Self-assembly; Polymer chemistry; Computer science; Polymer science; Nanotechnology; Composite material; Mathematics; Polymer; Combinatorics; Medicine","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":[0.001763564,0.0003056815,0.0005531919,0.0004203201,0.0007884386,0.0006025358,0.001052904,0.0001069067,0.00003438391],"category_scores_gemma":[0.00007016796,0.0002522611,0.0001438573,0.001081891,0.0003874896,0.001716417,0.0003528958,0.0003590307,0.00001488164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227197,"about_ca_system_score_gemma":0.001218439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002917611,"about_ca_topic_score_gemma":0.00001107521,"domain_scores_codex":[0.9965404,0.0001279378,0.000947792,0.000531701,0.0009402568,0.0009119503],"domain_scores_gemma":[0.998145,0.0002442875,0.0005974466,0.0004246403,0.0002654168,0.0003232454],"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":[0.00005701494,0.0001168876,0.001889749,0.00005485985,0.00003665348,0.00003062175,0.001583667,0.00003326625,0.9939327,0.001172677,0.0001691358,0.0009227966],"study_design_scores_gemma":[0.0008274646,0.0001958812,0.00126443,0.0002658492,0.0001372436,0.0003656428,0.0003211026,0.002589612,0.9927307,0.0001275868,0.0008703372,0.0003041349],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598345,0.03233324,0.002533429,0.001289313,0.00199525,0.0001247919,0.000004612374,0.00008879431,0.001796049],"genre_scores_gemma":[0.9903171,0.0003110748,0.007454844,0.00147898,0.0002847818,0.000002388467,2.358042e-7,0.00001844484,0.0001321615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03202217,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007941355046914973,"score_gpt":0.269907320717414,"score_spread":0.2619659656704991,"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."}}