{"id":"W3198322333","doi":"10.3390/molecules26175387","title":"Statistical Design of Biocarbon Reinforced Sustainable Composites from Blends of Polyphthalamide (PPA) and Polyamide 4,10 (PA410)","year":2021,"lang":"en","type":"article","venue":"Molecules","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Materials science; Ultimate tensile strength; Composite material; Flexural strength; Polyamide; Composite number; Modulus; Factorial experiment; Flexural modulus; Heat deflection temperature; Young's modulus; Polymer; Izod impact strength test; Mathematics","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":[0.000175035,0.0002211847,0.0004592945,0.0001137675,0.00007210166,0.00007253027,0.0002559718,0.0001090486,0.0003302622],"category_scores_gemma":[0.0002536409,0.0002080429,0.0000571827,0.0002487441,0.00028456,0.0001623567,0.0002909813,0.0001056035,0.00001269866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651818,"about_ca_system_score_gemma":0.0001559013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007826338,"about_ca_topic_score_gemma":0.000003249322,"domain_scores_codex":[0.9982132,0.0001652735,0.0005117448,0.0003559952,0.0003662495,0.0003875882],"domain_scores_gemma":[0.9984008,0.0006077322,0.0002145035,0.0003982837,0.0002635642,0.000115137],"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":[0.0001680797,0.00001430989,0.0001855652,0.0000917634,0.00003153021,0.0001314288,0.0001272489,0.001212768,0.9794385,0.0183809,0.0001012578,0.0001166131],"study_design_scores_gemma":[0.0004422365,0.0001895213,0.001019713,0.00007437497,0.00005845478,0.00002983105,0.0001799718,0.004076775,0.9911999,0.002482479,0.00003637716,0.0002103248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638358,0.001597668,0.03306029,0.00008845713,0.00006293011,0.0001910023,0.0001253181,0.00005184734,0.000986727],"genre_scores_gemma":[0.942325,0.00003487503,0.05648395,0.00004552547,0.00002123867,0.000006823486,0.00007841273,0.00002343262,0.0009807236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02342366,"threshold_uncertainty_score":0.8483742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00960225069855587,"score_gpt":0.2297430326288323,"score_spread":0.2201407819302764,"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."}}