{"id":"W4410446778","doi":"10.1002/adma.202501542","title":"Mussel‐Inspired Molecular Strategies for Fabricating Functional Materials With Underwater Adhesion and Self‐Healing Properties","year":2025,"lang":"en","type":"review","venue":"Advanced Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Adhesion; Underwater; Nanotechnology; Materials science; Mussel; Self-healing hydrogels; Self-healing; Biofouling; Atomic force microscopy; Rational design; Composite material; Biology; Ecology; Polymer chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000667125,0.0008557795,0.002323389,0.0002313816,0.0004257034,0.0007492761,0.0003024777,0.0002683209,0.0001664176],"category_scores_gemma":[0.0001544385,0.0005898378,0.0001332641,0.0001735346,0.000190676,0.0008020988,0.0002822469,0.0001069902,0.00004151247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976082,"about_ca_system_score_gemma":0.0004886768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006823915,"about_ca_topic_score_gemma":0.00001060705,"domain_scores_codex":[0.9962531,0.0003444834,0.001256852,0.001082536,0.0004115321,0.0006515253],"domain_scores_gemma":[0.997677,0.0004558488,0.0009493747,0.0005011382,0.0003268286,0.00008986947],"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":[0.0002002804,0.0000645448,2.682913e-7,0.03542759,0.0002276839,0.000009402805,0.0001751872,0.00003511182,0.9523114,0.0004492604,0.00008598634,0.01101328],"study_design_scores_gemma":[0.0005514486,0.0001817249,0.000001899258,0.01946164,0.0008320037,0.00004138109,0.0004004861,8.522126e-7,0.869545,0.0002628844,0.1078382,0.0008823959],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04950374,0.9404858,0.002940085,0.00005647416,0.002299012,0.003319468,0.0006982613,0.0005548004,0.0001424105],"genre_scores_gemma":[0.01913702,0.9630871,0.0121927,0.0001459694,0.0002764642,0.004185914,0.0002278478,0.0002080785,0.0005388972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1077523,"threshold_uncertainty_score":0.9996553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04355575872717948,"score_gpt":0.3159215477036454,"score_spread":0.272365788976466,"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."}}