{"id":"W4407955578","doi":"10.1016/j.procir.2024.09.004","title":"Optimizing the properties of PHBV/PBAT blend for additive manufacturing","year":2025,"lang":"en","type":"article","venue":"Procedia CIRP","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Genesis HealthCare System; Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Business; Process 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":[0.0002322287,0.0005380664,0.0003101655,0.0004799068,0.0001837222,0.0006609336,0.0001760686,0.0003084145,0.0007326943],"category_scores_gemma":[0.0002915946,0.0001959196,0.0003033512,0.0004751187,0.0001319262,0.0003834736,0.0001680284,0.0003161936,0.0004336321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238222,"about_ca_system_score_gemma":0.0001646453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004516155,"about_ca_topic_score_gemma":0.001359334,"domain_scores_codex":[0.9997916,0.0000242874,0.00002012431,0.00004261063,0.00009488737,0.00002652925],"domain_scores_gemma":[0.9998876,0.00003257826,0.0000322963,0.000007795463,0.00003043615,0.000009272008],"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":[0.00002411884,0.00001520653,0.0002304886,0.00005338557,0.000004529057,0.00003248747,0.00001121201,0.000921028,0.993858,0.0000545375,0.00001390399,0.004781052],"study_design_scores_gemma":[0.000001765708,0.00006908587,0.0007694503,0.000003849628,0.00001071723,0.00004739612,0.000009588483,0.001720796,0.9965357,0.00002664761,0.0007999819,0.0000049913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408067,0.003742239,0.04940264,0.00008574519,0.00004469544,0.00008835581,0.0002896482,0.0002811318,0.005258868],"genre_scores_gemma":[0.967468,0.001760675,0.02868133,0.00003659927,0.00000892106,0.00005152693,0.0001973515,0.00009943856,0.001696212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007326943,"threshold_uncertainty_score":0.002451122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542612038316867,"score_gpt":0.213116270203329,"score_spread":0.1976901498201603,"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."}}