{"id":"W3087864658","doi":"10.1007/s00170-020-06070-7","title":"Effects of reinforcements and cutting parameters on machinability of polypropylene-based biocomposite reinforced with biocarbon particles and chopped miscanthus fibers","year":2020,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Biocomposite; Materials science; Machinability; Composite material; Miscanthus; Surface roughness; Taguchi methods; Machining; Composite number; Waste management; Metallurgy; Engineering; Bioenergy","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":[0.0003163244,0.000391599,0.0002284132,0.0002377597,0.0001610833,0.000250001,0.0002395071,0.0003813739,0.0009358231],"category_scores_gemma":[0.0008566942,0.0003084219,0.0002555007,0.0002170282,0.0002341307,0.0004062329,0.0001493336,0.0003901545,0.0001571498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613843,"about_ca_system_score_gemma":0.000111175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005241031,"about_ca_topic_score_gemma":0.001353352,"domain_scores_codex":[0.999762,0.0000332884,0.00003309348,0.00006164113,0.00005683231,0.00005306293],"domain_scores_gemma":[0.9989733,0.0004273007,0.0003268239,0.00006841207,0.0001196481,0.00008458533],"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":[0.0005031306,0.00004582546,0.0004005237,0.00004664073,0.00001040719,0.00006844168,0.00007059008,0.0004720898,0.9970315,0.00001867344,0.00001167454,0.001320475],"study_design_scores_gemma":[0.000008261368,0.0004746116,0.004284628,0.000004273244,0.00001831376,0.00002424537,0.0000310685,0.001144167,0.9938697,0.000006225407,0.0001266052,0.000007838635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993599,0.0002307432,0.0001909301,0.000006235077,0.000008160188,0.000003242558,0.00002225573,0.00001010272,0.0001685874],"genre_scores_gemma":[0.9992901,0.00008136552,0.0003112495,0.000006354644,0.000003136428,0.000003218867,0.00002273566,0.000007996335,0.0002737353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009358231,"threshold_uncertainty_score":0.003130615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005692316039876323,"score_gpt":0.2219707234353265,"score_spread":0.2162784073954502,"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."}}