{"id":"W3040622894","doi":"10.1177/0021998320938454","title":"Injection molding of short fiber thermoplastic bio-composites: Prediction of the fiber orientation","year":2020,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Materials science; Composite material; Molding (decorative); Fiber; Mold; Thermoplastic; Rheology; Orientation (vector space); Anisotropy; Compression molding; Aspect ratio (aeronautics); Thermoplastic composites; Flow (mathematics); Geometry; Optics; Mathematics","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":[0.0001806946,0.0001036044,0.0002544897,0.00008112621,0.00005007805,0.00003452499,0.0001213259,0.00005787895,0.0002277434],"category_scores_gemma":[0.0000215864,0.00007125886,0.00008020425,0.0001825211,0.00002957986,0.0002032892,0.00002199042,0.00009026807,0.000003723689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003236142,"about_ca_system_score_gemma":0.00001420612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005498099,"about_ca_topic_score_gemma":1.38662e-7,"domain_scores_codex":[0.9989424,0.00006061072,0.0006273949,0.00006103588,0.0002257798,0.00008276372],"domain_scores_gemma":[0.9994164,0.00003418025,0.0002609284,0.00007178159,0.0001849282,0.00003181052],"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":[0.0001324198,0.00001190582,0.0006147953,0.0002093888,0.00007054381,4.353358e-7,0.0009170488,0.150074,0.8473036,0.000007329907,0.0001627888,0.000495734],"study_design_scores_gemma":[0.0002145734,0.0002336442,0.005392162,0.0002426541,0.000084962,0.0000343618,0.00005227081,0.001998325,0.9910564,0.00002546808,0.0006010652,0.00006409195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974773,0.0001761697,0.001138268,0.00004400011,0.000796265,0.00009399452,0.00002402739,0.00002552806,0.0002244715],"genre_scores_gemma":[0.999323,0.00003428449,0.0003414685,0.00001717755,0.0002393338,0.000001789861,0.000002447922,0.0000186546,0.00002187366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480757,"threshold_uncertainty_score":0.2905852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629751644822526,"score_gpt":0.2108292858367621,"score_spread":0.1945317693885368,"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."}}