{"id":"W4415494084","doi":"10.1016/j.compositesa.2025.109366","title":"Parametric simulation study of a wavy slot channel thermoplastic melt impregnator for carbon fibre-reinforced prepreg tape production","year":2025,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; AS Composite (Canada)","funders":"Ministry of Business, Innovation and Employment","keywords":"Pressure gradient; Static pressure; Parametric statistics; Thermoplastic; Inlet; Channel (broadcasting); Melt flow index; Viscosity; Die (integrated circuit)","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":[0.0003182929,0.0002166074,0.0002701316,0.0005396997,0.0002790231,0.00007294103,0.000286063,0.00006944597,0.00000106751],"category_scores_gemma":[0.0001143524,0.0001988089,0.00003064945,0.0004230262,0.0001806412,0.000131571,0.000194107,0.0001399471,6.594021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006977373,"about_ca_system_score_gemma":0.00002370625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000861087,"about_ca_topic_score_gemma":0.000002086819,"domain_scores_codex":[0.9986804,0.000008255683,0.0002922019,0.0004541495,0.0002377804,0.0003272841],"domain_scores_gemma":[0.99919,0.0002544615,0.00008916473,0.0003501831,0.00007341988,0.00004282463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000792897,0.000074475,0.00007843629,0.0004213307,0.00008630783,6.436356e-7,0.00100587,0.8042824,0.1691543,0.0002883305,0.00002041101,0.02450825],"study_design_scores_gemma":[0.000338277,0.00009327898,0.002583197,0.00006928259,0.00003845566,7.851315e-7,0.000394802,0.1937702,0.8020893,0.0003896405,0.00006422881,0.0001685313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908071,0.00005734454,0.006428427,0.00001569315,0.0002476935,0.001196108,0.000002770958,0.0004857337,0.000759198],"genre_scores_gemma":[0.9993728,0.000008917161,0.0003135605,0.000005828144,0.00003201644,0.0002066899,0.000002771153,0.00001524155,0.00004214287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.632935,"threshold_uncertainty_score":0.8107193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462179413462416,"score_gpt":0.2415125866405526,"score_spread":0.2268907925059284,"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."}}