{"id":"W4393319589","doi":"10.1002/adma.202401689","title":"Bioinspired Bottlebrush Polymers Effectively Alleviate Frictional Damage Both In Vitro and In Vivo","year":2024,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Knee injuries and reconstruction techniques","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biomomentum (Canada); Michelin (Canada); Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"Faculté de pharmacie, Université de Montréal; Canada First Research Excellence Fund; Division of Materials Research; Fonds de recherche du Québec – Nature et technologies; Fonds de Recherche du Québec - Santé; Institut TransMedTech; Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Biocompatibility; Lubrication; Lubricant; Polymer; Tribology; In vivo; Cartilage; Nanotechnology; Hyaluronic acid; Biomedical engineering; Composite material; Metallurgy; Medicine; Anatomy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002273533,0.0001347471,0.0003313975,0.0002959638,0.00002515694,0.000029943,0.00002896085,0.0000843192,0.0003568964],"category_scores_gemma":[0.00003754938,0.0001038751,0.00003489524,0.0001531764,0.00007170752,0.0001766902,0.0000285313,0.00007215628,0.000007400438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047863,"about_ca_system_score_gemma":0.00004933243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005947654,"about_ca_topic_score_gemma":0.00001002366,"domain_scores_codex":[0.9990788,0.00004225174,0.0003178391,0.0002677541,0.0001056076,0.0001878161],"domain_scores_gemma":[0.9997293,0.00006404272,0.000043679,0.00009626147,0.00001642412,0.00005023188],"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":[0.0004779189,0.00001907549,0.0003108536,0.0001603916,0.00001528713,0.00005747475,0.00004635885,2.698517e-7,0.9866222,0.0004820667,0.00007308689,0.01173503],"study_design_scores_gemma":[0.0008216527,0.00009802996,0.008073164,0.0004604357,0.00001116001,0.00006127634,0.0000400052,0.000006606729,0.9844412,0.0009350549,0.004928632,0.0001227864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962171,0.0007247202,0.0001254335,0.0005328683,0.0006375664,0.0003811788,0.0001172028,0.0001835072,0.001080445],"genre_scores_gemma":[0.9963504,0.0006494403,0.002296278,0.0001200143,0.00009951765,0.00007913793,0.000007823065,0.00002522446,0.000372179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01161224,"threshold_uncertainty_score":0.4235903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005782952515529688,"score_gpt":0.2658259415637109,"score_spread":0.2600429890481812,"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."}}