{"id":"W4410546394","doi":"10.1038/s41598-025-01556-4","title":"Multiscale computational modeling of 3D printed continuous Fiber reinforced polymer composites","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Composite material; Materials science; Fiber; Fiber-reinforced composite; Polymer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002416156,0.000478243,0.0005214645,0.0004283575,0.0003519655,0.0009758357,0.0007608464,0.001106402,0.001787954],"category_scores_gemma":[0.0005534809,0.0004162806,0.0009446343,0.0003308998,0.0004896155,0.0004292901,0.0006050054,0.0004934733,0.0002433011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004947669,"about_ca_system_score_gemma":0.0007919944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006522452,"about_ca_topic_score_gemma":0.004572011,"domain_scores_codex":[0.9998391,0.0000281454,0.000009560069,0.00002893056,0.00006920604,0.00002507115],"domain_scores_gemma":[0.9997566,0.000120048,0.00003646108,0.00002579943,0.00004083135,0.0000201241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001603289,0.0000195319,0.0005843207,0.00002926045,0.00001417012,0.00009486293,0.00002519916,0.9905438,0.00468814,0.001535031,0.0001100641,0.002339707],"study_design_scores_gemma":[0.000001751072,0.000005129268,0.0001836715,0.000002015671,0.000002333241,0.00001002978,0.000005148449,0.9989898,0.0003960938,0.0002252684,0.0001757629,0.000002952772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4263144,0.00050764,0.5499532,0.0005123323,0.0001340223,0.0001370829,0.0009686728,0.001172854,0.02029984],"genre_scores_gemma":[0.9300458,0.0003227313,0.06495522,0.00006987609,0.00002422558,0.0002301725,0.0003971354,0.0001142907,0.003840456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006522452,"threshold_uncertainty_score":0.01296896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009219549344612814,"score_gpt":0.2237751422189227,"score_spread":0.2145555928743099,"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."}}