{"id":"W4410850351","doi":"10.1016/j.ccr.2025.216835","title":"Nanoparticle-integrated hydrogels as versatile colorimetric sensors","year":2025,"lang":"en","type":"article","venue":"Coordination Chemistry Reviews","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Ministry of Science and ICT, South Korea; Ministry of Education; National Research Foundation","keywords":"Chemistry; Self-healing hydrogels; Nanoparticle; Nanotechnology; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003326588,0.0006209204,0.0003214218,0.0002733832,0.0001069873,0.0006183332,0.000675212,0.0005784285,0.001317211],"category_scores_gemma":[0.0002043073,0.0003301269,0.0002065124,0.0001913415,0.0002649409,0.0006994025,0.0004974479,0.0006872739,0.0006164273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005864677,"about_ca_system_score_gemma":0.0001182406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003039032,"about_ca_topic_score_gemma":0.0008103951,"domain_scores_codex":[0.9998065,0.0000276125,0.000008885844,0.00005822793,0.00005918111,0.0000394988],"domain_scores_gemma":[0.9999168,0.00002658085,0.00001840826,0.000007109547,0.00001724007,0.00001382653],"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":[0.00007206821,0.00003678073,0.00004166964,0.0002954985,0.00001657725,0.00007096781,0.00004117672,0.000558944,0.9802727,0.002085734,0.001066054,0.01544181],"study_design_scores_gemma":[0.00001076766,0.00006627901,0.0001210376,0.00001251339,0.00001501307,0.00006490105,0.00001033047,0.002363787,0.9843163,0.0001951021,0.01281278,0.00001110812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6190442,0.1375166,0.1738224,0.002451857,0.001923705,0.0003580942,0.001424988,0.002555767,0.06090235],"genre_scores_gemma":[0.8914154,0.03374102,0.04263163,0.0007861878,0.0002630222,0.0001609171,0.0005917356,0.0002374812,0.03017271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001317211,"threshold_uncertainty_score":0.004406512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608060604694408,"score_gpt":0.3005398354333481,"score_spread":0.284459229386404,"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."}}