{"id":"W4402556382","doi":"10.1002/adfm.202410997","title":"Precision Self‐Assembly of Supramolecules with Heterogeneous Derivatives","year":2024,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Science Fund for Distinguished Young Scholars; Natural Science Foundation of Jiangsu Province; Government of Jiangsu Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Materials science; Self-assembly; Nanotechnology","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":[0.0001082181,0.0001989988,0.0001203835,0.00008077145,0.0000932797,0.0001906377,0.0001767718,0.0001219924,0.0007595613],"category_scores_gemma":[0.0001403658,0.0001006844,0.00009565551,0.00007984246,0.0001723831,0.0002480725,0.0002136045,0.0002029755,0.0001776511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774817,"about_ca_system_score_gemma":0.0001250189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003287027,"about_ca_topic_score_gemma":0.0006393266,"domain_scores_codex":[0.9999518,0.000004992344,0.00000408423,0.00001432681,0.00001474701,0.00001004849],"domain_scores_gemma":[0.9999527,0.00001044351,0.00001472534,0.000009896508,0.000005026128,0.000007186171],"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":[0.00002567638,0.00002780889,0.0002230178,0.0000469861,0.000009865912,0.0000283405,0.00001811721,0.004903962,0.9905629,0.001064584,0.00007654111,0.003012171],"study_design_scores_gemma":[0.00001376332,0.0001938783,0.0007118732,0.000003724681,0.000009807425,0.000026757,0.00001357248,0.04775631,0.9490345,0.0002238064,0.002003099,0.000008822773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844921,0.000275199,0.01331386,0.00002839677,0.00001077834,0.00001816004,0.00004672785,0.0001306331,0.001684175],"genre_scores_gemma":[0.9963896,0.00006993706,0.003107238,0.000008511811,0.000001602635,0.00001208679,0.00002646905,0.00001000981,0.0003746614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007595613,"threshold_uncertainty_score":0.002541006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350121416151577,"score_gpt":0.2674216138579712,"score_spread":0.2539203996964554,"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."}}