{"id":"W4392926992","doi":"10.3390/jcs8030106","title":"Plasma-Enhanced Alginate Pre-Treatment of Short Flax Fibers for Improved Thermo-Mechanical Properties of PLA Composites","year":2024,"lang":"en","type":"article","venue":"Journal of Composites Science","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hôpital Saint-François d'Assise; Cegep de Thetford; Centre hospitalier universitaire de Québec; Université de Sherbrooke","funders":"","keywords":"Composite material; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008864011,0.0002335003,0.0006113295,0.0002487629,0.0002013492,0.0001972845,0.000771606,0.00006726856,0.00003810153],"category_scores_gemma":[0.00005733413,0.0001363268,0.0002557825,0.0003273889,0.0009786454,0.000623023,0.00008903196,0.00008510327,0.00000295717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109623,"about_ca_system_score_gemma":0.0004149027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005119932,"about_ca_topic_score_gemma":0.000004471513,"domain_scores_codex":[0.9978453,0.00006968874,0.0008532297,0.0003147523,0.0005441109,0.0003729269],"domain_scores_gemma":[0.9985468,0.0002662918,0.0003422254,0.0002705409,0.0004398942,0.0001341815],"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":[0.0006235191,0.0001897328,0.0000209898,0.0001884864,0.00005378402,0.000002106317,0.001495532,0.00006733157,0.98336,0.0001880621,0.00003082012,0.01377966],"study_design_scores_gemma":[0.0002915441,0.002139288,0.00008347505,0.000632709,0.0001008991,0.00005254571,0.0001619393,0.01903575,0.9770308,0.0001036226,0.0002036705,0.0001637435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784218,0.0169317,0.003051669,0.0003417645,0.000749322,0.0002999114,0.00004080564,0.00002724632,0.0001357841],"genre_scores_gemma":[0.9889559,0.0001649227,0.01061615,0.00001640733,0.00007883748,0.00001458103,5.211583e-7,0.00001728961,0.0001354071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01896842,"threshold_uncertainty_score":0.5559244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559452094781596,"score_gpt":0.2598875346584473,"score_spread":0.2342930137106313,"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."}}