{"id":"W4413781470","doi":"10.1002/pls2.70020","title":"Material Extrusion of <scp>PLA</scp> /Recycled Short Flax Fiber Biocomposites","year":2025,"lang":"en","type":"article","venue":"SPE Polymers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; McGill University; AS Composite (Canada)","funders":"Centre Sève; Canada Research Chairs; McGill University","keywords":"Extrusion; Fiber; Materials science; Composite material; Biocomposite; Food science; Chemistry; Composite number","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001408339,0.0002652805,0.0003773424,0.0002607662,0.0001287062,0.0001021985,0.0005328358,0.0001571649,0.001606144],"category_scores_gemma":[0.00004005784,0.0002341136,0.0001382598,0.0003970872,0.0001784743,0.0002280984,0.0003210319,0.0001042126,0.00024125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005955224,"about_ca_system_score_gemma":0.00006518421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000260525,"about_ca_topic_score_gemma":0.000006066968,"domain_scores_codex":[0.9982835,0.00007082763,0.0004725342,0.0003940961,0.0003275838,0.0004514372],"domain_scores_gemma":[0.9990788,0.0001902483,0.0001192097,0.00044538,0.00006438052,0.0001020029],"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":[0.00004196722,0.00002039309,0.0002266491,0.00004552402,0.00002538996,0.000004999932,0.00006339632,0.00001981013,0.9921538,0.001067284,0.00221067,0.00412014],"study_design_scores_gemma":[0.0002724412,0.00006320721,0.0007809093,0.00009361887,0.00004593624,0.000004552826,0.00003251197,0.00008998023,0.9930207,0.0004294841,0.005065766,0.0001009062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654306,0.0005972687,0.0001148653,0.0001288205,0.001309361,0.0002278703,0.00006261779,0.0001541069,0.03197451],"genre_scores_gemma":[0.9845569,0.00001926623,0.002435298,0.0001675853,0.0001101983,0.00001387254,0.00004136638,0.00002656041,0.01262899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01934552,"threshold_uncertainty_score":0.9993065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00758744754725966,"score_gpt":0.2445008667879472,"score_spread":0.2369134192406876,"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."}}