{"id":"W4403021285","doi":"10.1021/acsnano.4c07681","title":"Direct Ink Writing 3D Printing Elastomeric Polyurethane Aided by Cellulose Nanofibrils","year":2024,"lang":"en","type":"article","venue":"ACS Nano","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Inkwell; Elastomer; Polyurethane; Cellulose; Materials science; Polymer science; 3D printing; Nanotechnology; Composite material; Polymer chemistry; Chemical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001338372,0.0003658548,0.0001605682,0.0002585856,0.0001196859,0.0003221704,0.0002128421,0.0003470327,0.0008605517],"category_scores_gemma":[0.0001968641,0.0001961916,0.0003242451,0.0001339452,0.0001449388,0.0002826863,0.0002203033,0.000362391,0.0004469048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737819,"about_ca_system_score_gemma":0.0001145876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003268014,"about_ca_topic_score_gemma":0.0008561466,"domain_scores_codex":[0.9999045,0.000006061127,0.000009194019,0.00003007134,0.00003107616,0.00001909303],"domain_scores_gemma":[0.9998688,0.00003839186,0.00003869743,0.00002055556,0.00001858677,0.00001500774],"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":[0.000007982124,0.000008948947,0.00004395946,0.00005574587,0.000003371583,0.0001009175,0.00002370954,0.0005348129,0.9946966,0.0001437286,0.0000475736,0.004332741],"study_design_scores_gemma":[0.000001866207,0.00002513977,0.0002747024,0.000003662711,0.000003114648,0.00006723814,0.00000524443,0.002751076,0.9955206,0.00002606726,0.001315144,0.000006074659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219189,0.001914525,0.0649336,0.00007136873,0.0001512491,0.00008476735,0.0005335109,0.001216355,0.009175804],"genre_scores_gemma":[0.9304274,0.0009357143,0.0627988,0.00005382199,0.00002560975,0.00008589156,0.0002728738,0.0001199105,0.005279921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008605517,"threshold_uncertainty_score":0.002878785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007510285131764851,"score_gpt":0.2113252707451292,"score_spread":0.2038149856133644,"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."}}