{"id":"W4416364019","doi":"10.1080/25740881.2025.2584992","title":"Functional Biofilms Based on CMC for Biodegradable Applications: Effect of GMA, AAM, and ZnO Nanoparticles","year":2025,"lang":"en","type":"article","venue":"Polymer-Plastics Technology and Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"Universidad de Guanajuato","keywords":"Nanoparticle; Biofilm; Zinc; Deposition (geology)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001636863,0.0001732092,0.0003345881,0.0003537475,0.00006392873,0.00002284912,0.00007159846,0.0002035686,0.00003084446],"category_scores_gemma":[0.00007458222,0.0001595148,0.00001633203,0.000187138,0.0001301617,0.00002859605,0.00003031618,0.00004473282,0.000005354118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001148108,"about_ca_system_score_gemma":0.00000980889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003875412,"about_ca_topic_score_gemma":6.292711e-7,"domain_scores_codex":[0.9993114,0.00001511689,0.0002533676,0.0001805995,0.00004681019,0.000192706],"domain_scores_gemma":[0.9994316,0.0003002195,0.00004039911,0.0001825342,0.0000186769,0.00002658675],"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":[0.00009405554,0.00001567725,0.00007035068,0.0006626742,0.00004179016,3.595042e-7,0.000002350904,0.0004140181,0.9788818,0.01779708,0.0003292186,0.001690637],"study_design_scores_gemma":[0.0006275479,0.0001720288,0.0001638042,0.00008069326,0.00006376125,0.000002737362,0.00000295726,0.001154596,0.9955916,0.0007959583,0.00121935,0.0001249032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654807,0.001384353,0.03089545,0.0001728462,0.0006658185,0.0005637369,0.0002585523,0.0004987058,0.00007976586],"genre_scores_gemma":[0.9975975,0.00004443841,0.00169441,0.00001247087,0.00002812036,0.0004722872,0.00002048252,0.00002276761,0.0001075907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03211666,"threshold_uncertainty_score":0.6504823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003973265513581529,"score_gpt":0.2005290866147456,"score_spread":0.196555821101164,"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."}}