{"id":"W7117364936","doi":"10.1002/admt.202501324","title":"Roadmap to Precision 3D Printing of Cellulose: Rheology‐Guided Formulation, Fidelity Assessment, and Application Horizons","year":2025,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Vancouver Island University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"3D printing; Inkwell; Fidelity; Control (management); Rheology; Cellulose; Nanomanufacturing","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":[0.0008484724,0.000245218,0.0005386772,0.0003064757,0.0002350724,0.00005068671,0.0004576457,0.0001734155,0.00002743868],"category_scores_gemma":[0.001468545,0.0002160482,0.00003017291,0.000496452,0.000317208,0.0003693675,0.001241844,0.0001142679,0.00001337279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377401,"about_ca_system_score_gemma":0.00006722067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003298341,"about_ca_topic_score_gemma":0.00001070873,"domain_scores_codex":[0.9977995,0.00007843133,0.0007589248,0.0006603692,0.0002534698,0.0004493117],"domain_scores_gemma":[0.9982257,0.0003206231,0.0003501342,0.0007349477,0.000333657,0.00003490753],"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":[0.00004931095,0.00003489347,0.0007666446,0.0001640114,0.00001123505,8.05481e-7,0.00003283631,0.0002200675,0.9322617,0.02625376,0.0000581695,0.04014657],"study_design_scores_gemma":[0.0003172695,0.0001036825,0.005943398,0.0001109697,0.00001379205,0.000001454559,0.0002671098,0.00009527228,0.9556025,0.03634715,0.001022007,0.0001754277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7784734,0.0003256905,0.2184382,0.000527019,0.0001833056,0.001025467,0.0000350739,0.0006122461,0.0003795417],"genre_scores_gemma":[0.8432503,0.0003317605,0.1558039,0.00001639237,0.00001003068,0.0003960774,0.00001245153,0.00001359693,0.0001654975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06477684,"threshold_uncertainty_score":0.8810189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583540394876306,"score_gpt":0.3545804691780875,"score_spread":0.3387450652293245,"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."}}