{"id":"W2149789354","doi":"10.15376/biores.2.4.371-388","title":"The effect of chemically coated nanofiber reinforcement on biopolymer based nanocomposites","year":2007,"lang":"en","type":"article","venue":"BioResources","topic":"Adsorption, diffusion, and thermodynamic properties of materials","field":"Chemistry","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nanofiber; Biopolymer; Nanocomposite; Cellulose; Composite material; Inverse gas chromatography; Surface modification; Polymer; Dispersion (optics); Chemical engineering","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":[0.0004737942,0.0002103847,0.0002219103,0.00004007163,0.0002008346,0.0000355281,0.0003509086,0.0001307808,0.0005272403],"category_scores_gemma":[0.00005760223,0.0001170761,0.0001154401,0.00006811332,0.0002503859,0.00002270885,0.00006117111,0.00006219577,0.00003134937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004044449,"about_ca_system_score_gemma":0.00001318271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009745001,"about_ca_topic_score_gemma":0.000004497547,"domain_scores_codex":[0.9987553,0.00003483522,0.0003897801,0.0002018448,0.0003161429,0.0003021265],"domain_scores_gemma":[0.9989142,0.0003764117,0.0002066218,0.0003875805,0.00004148636,0.00007371858],"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":[0.001385493,0.00003288475,0.001560053,0.00008155828,0.00004175429,0.000001509805,0.00006059381,0.00001316808,0.9948021,0.00005426811,0.0001272066,0.001839385],"study_design_scores_gemma":[0.0008703463,0.0001756347,0.0004153239,0.0001194469,0.00002642641,0.000001312988,0.00002386757,0.0002293343,0.9877556,0.0000069993,0.01022382,0.0001518946],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881499,0.0003241241,0.00002820972,0.00005798504,0.00008812526,0.0001306522,0.00001099491,0.00008427318,0.01112572],"genre_scores_gemma":[0.9981372,0.00001790495,0.00002285069,0.0000607305,0.0001042781,0.00001380484,0.00003552934,0.0000250947,0.001582567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01009661,"threshold_uncertainty_score":0.5772912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004402073332659135,"score_gpt":0.2109480226297496,"score_spread":0.2065459492970905,"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."}}