{"id":"W2093980259","doi":"10.1016/j.polymer.2015.03.025","title":"Chitosan surface modification of fully interconnected 3D porous poly(ε-caprolactone) by the LbL approach","year":2015,"lang":"en","type":"article","venue":"Polymer","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyelectrolyte; Chitosan; Materials science; Chemical engineering; Layer by layer; Polymer; Surface modification; Coating; X-ray photoelectron spectroscopy; Contact angle; Gravimetric analysis; Dip-coating; Layer (electronics); Porosity; Polymer chemistry; Nanotechnology; Composite material; Organic chemistry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003724359,0.0002420366,0.0003258985,0.00005331192,0.0001270801,0.00007401273,0.0005129387,0.00008662495,0.0001359089],"category_scores_gemma":[0.0001227906,0.0001703625,0.00006389074,0.0002648931,0.0002749825,0.0003287701,0.0001655867,0.0001700773,0.0002009155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004290409,"about_ca_system_score_gemma":0.00008049527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002197788,"about_ca_topic_score_gemma":0.00001809444,"domain_scores_codex":[0.9980218,0.000238197,0.000481409,0.0003993967,0.0004816255,0.0003775829],"domain_scores_gemma":[0.9986585,0.0001405865,0.0003430744,0.0006221108,0.0001125627,0.000123161],"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":[0.000127091,0.0001586491,0.0006414299,0.00001019816,0.00004067742,4.65742e-7,0.002870965,0.00002053732,0.9910134,0.0001903399,0.003881925,0.001044292],"study_design_scores_gemma":[0.000397471,0.00006282575,0.0003599268,0.00001101038,0.00003533349,0.00002144588,0.001995514,0.0004105986,0.9957366,0.00002334662,0.000743582,0.0002023261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726951,0.008295986,0.002163081,0.001208717,0.0008841453,0.0002608175,0.000120739,0.0001498329,0.01422155],"genre_scores_gemma":[0.997404,0.00001328199,0.0006366069,0.0002026434,0.00007406456,0.00003042376,0.00002550292,0.00003123133,0.001582248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02470887,"threshold_uncertainty_score":0.6947182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04771252220083738,"score_gpt":0.2814082402999289,"score_spread":0.2336957180990916,"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."}}