{"id":"W2943867114","doi":"10.1016/j.ijbiomac.2019.05.026","title":"Low cost hydrogels based on gum Tragacanth and TiO2 nanoparticles: characterization and RBFNN modelling of methylene blue dye removal","year":2019,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Iran National Science Foundation","keywords":"Tragacanth; Methylene blue; Self-healing hydrogels; Glutaraldehyde; Adsorption; Chemical engineering; Materials science; Nanoparticle; Biopolymer; Chemistry; Nuclear chemistry; Chromatography; Photocatalysis; Polymer chemistry; Nanotechnology; Composite material; Organic chemistry; Polymer; Catalysis","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":[0.0001134178,0.0001855269,0.0001123095,0.0001395033,0.00006779604,0.0001778136,0.0001972636,0.0002431566,0.0006794193],"category_scores_gemma":[0.000139922,0.00009014757,0.0001548451,0.0001050719,0.00009851845,0.0002032525,0.00008151311,0.0001636559,0.0001625236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605451,"about_ca_system_score_gemma":0.0001178852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265996,"about_ca_topic_score_gemma":0.002413344,"domain_scores_codex":[0.9999453,0.000003775355,0.000003559826,0.00001384528,0.00002351916,0.00001004057],"domain_scores_gemma":[0.9999313,0.00001845349,0.00002320257,0.000007157661,0.00001378147,0.000005931629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004110797,0.00001017757,0.00008997519,0.00003382633,0.000002136101,0.00002344968,0.000009257894,0.001742753,0.9957449,0.00008918098,0.0000286653,0.00218463],"study_design_scores_gemma":[0.000003131288,0.00006294202,0.0008444241,0.000002487092,0.000005912465,0.00002385535,0.000008148306,0.02310744,0.9754578,0.00002132289,0.0004567862,0.000005732388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840028,0.0004885595,0.01363718,0.00004831512,0.00002470362,0.0000139427,0.0002068977,0.0001714346,0.001406148],"genre_scores_gemma":[0.9896535,0.0002341894,0.007861801,0.00001209453,0.000003244685,0.00001406044,0.00006531074,0.00001886691,0.002136776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001265996,"threshold_uncertainty_score":0.002517283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743452160867526,"score_gpt":0.2566792218649419,"score_spread":0.2392447002562666,"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."}}