{"id":"W4300687810","doi":"10.1016/j.compositesb.2022.110319","title":"A model of multi-die thermoplastic pultrusion","year":2022,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; University of Calgary; Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Pultrusion; Polyetherimide; Die (integrated circuit); Materials science; Thermoplastic; Composite material; Laminar flow; Degree (music); Shear strength (soil); Mechanical engineering; Fibre-reinforced plastic; Engineering; Polymer; Nanotechnology","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":[0.00008129344,0.0001759096,0.0002049818,0.0001338366,0.00008197158,0.00001392615,0.0002518907,0.00003094918,0.0000421492],"category_scores_gemma":[0.00002331136,0.0002046429,0.00005890833,0.0001829973,0.00001273588,0.00007808544,0.0001442668,0.0002310578,0.000006362371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000677466,"about_ca_system_score_gemma":0.00001251542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000183161,"about_ca_topic_score_gemma":0.000001026712,"domain_scores_codex":[0.9991398,0.000008335131,0.0002462764,0.000153162,0.0001980946,0.0002542882],"domain_scores_gemma":[0.999576,0.00008686071,0.0000304223,0.0002225495,0.00002368534,0.00006045417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003538462,0.00002314709,0.0001907012,0.0001778472,0.00002213619,0.0000034606,0.0001537742,0.7243239,0.274841,0.00005713346,0.00005353582,0.000149921],"study_design_scores_gemma":[0.0001996902,0.00002237904,0.0001638932,0.00004302335,0.00001473436,0.000009869224,0.00001023894,0.9375532,0.06088078,0.0000129817,0.0008921788,0.000197086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689106,0.003458876,0.1254099,0.00001087759,0.0005714457,0.0001852591,0.00004441513,0.0009485357,0.0004600123],"genre_scores_gemma":[0.9903192,0.00004438708,0.009371468,0.000005885327,0.00003529711,0.0000658642,0.00001219281,0.00006952925,0.00007616349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2139602,"threshold_uncertainty_score":0.8345097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376511824315782,"score_gpt":0.20974744159967,"score_spread":0.1859823233565122,"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."}}