{"id":"W4404501198","doi":"10.1002/admt.202400928","title":"Bioinspired Physico‐Chemical Surface Modifications for the Development of Advanced Retentive Systems","year":2024,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; King's College London; University of Alberta","keywords":"Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001698695,0.0003559799,0.000146695,0.0002500472,0.0001164753,0.0002851871,0.0002089795,0.0003803654,0.001211283],"category_scores_gemma":[0.0001754574,0.0001702616,0.0002059424,0.0001435503,0.0001743625,0.0002920938,0.0002329525,0.0003918882,0.0004347964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814036,"about_ca_system_score_gemma":0.00011631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660641,"about_ca_topic_score_gemma":0.000417343,"domain_scores_codex":[0.9999133,0.00001022647,0.000007597378,0.0000180643,0.00003261883,0.00001809063],"domain_scores_gemma":[0.9999142,0.00001573511,0.00003103124,0.00001200814,0.00001654916,0.00001046626],"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":[0.00001003589,0.00001740958,0.00004444217,0.00008854309,0.000005038006,0.00004006741,0.00001316207,0.0001876793,0.995628,0.0003547423,0.0001018232,0.003509108],"study_design_scores_gemma":[0.000006088768,0.0001784916,0.0006486812,0.00001122738,0.000007793507,0.00008855612,0.00001480446,0.001174478,0.9905076,0.0001061645,0.007246845,0.000009157494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282313,0.01616564,0.04510947,0.0004559825,0.0003849136,0.0001481772,0.0003089324,0.0004188339,0.00877672],"genre_scores_gemma":[0.9729038,0.003984431,0.01922934,0.0001703071,0.00003632045,0.00008297001,0.0001258079,0.00004553068,0.003421469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001211283,"threshold_uncertainty_score":0.004052162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648004104224997,"score_gpt":0.241535994752796,"score_spread":0.225055953710546,"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."}}