{"id":"W4287306729","doi":"10.26434/chemrxiv-2022-p9grn","title":"Tuning the Physical Properties of Carboxylated Cellulose Nanocrystal (cCNC) Microspheres by Hybridizing with Silk Fibroin (SF)","year":2022,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centre québécois sur les matériaux fonctionnels; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Fibroin; Materials science; Chemical engineering; Cellulose; Nanocellulose; Ethyl cellulose; Controlled release; Polymer chemistry; SILK; Nanotechnology; Composite material; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002159739,0.0002578893,0.0001497099,0.0001280503,0.00009852286,0.000221363,0.00009099326,0.0002259724,0.0004793879],"category_scores_gemma":[0.0002221968,0.00010282,0.0001755474,0.0001160058,0.0001629173,0.0002068547,0.000104972,0.0002240583,0.0001410178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003292996,"about_ca_system_score_gemma":0.0001981283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164782,"about_ca_topic_score_gemma":0.001917416,"domain_scores_codex":[0.9998655,0.0000131804,0.000009794528,0.00003592002,0.00004978001,0.00002571793],"domain_scores_gemma":[0.9998635,0.00003473468,0.00004885713,0.000007939788,0.00002255952,0.00002246347],"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":[0.00001458823,0.000002895869,0.00005555468,0.00001011424,0.000001570101,0.000007010052,0.000003427137,0.00005623571,0.9994029,0.00001904387,0.000009118241,0.0004176387],"study_design_scores_gemma":[0.00000237524,0.0000275791,0.0008718517,8.300247e-7,0.000003541893,0.0000241113,0.000002600953,0.0004945419,0.9982923,0.000005218095,0.0002723083,0.000002786222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921274,0.001172087,0.005320638,0.00005387254,0.00001833834,0.0000151401,0.0001485843,0.00004724207,0.001096712],"genre_scores_gemma":[0.9935282,0.0004570765,0.00512521,0.00002791303,0.000007099784,0.00001545836,0.00008867375,0.00002568515,0.00072472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001164782,"threshold_uncertainty_score":0.002389252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571752397363954,"score_gpt":0.2563826131136021,"score_spread":0.2306650891399625,"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."}}