{"id":"W4310177365","doi":"10.21203/rs.3.rs-2241549/v1","title":"Modelling of the effect of ATH fillers on the rheology, curing kinetics, and flexural properties of the epoxy resin forming the hydraulic turbines' stay vanes extension","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Epoxy; Composite material; Curing (chemistry); Flexural strength; Rheology; Flexural modulus; Polymerization; Shrinkage; Polymer","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":[0.002524235,0.0003466268,0.0005077729,0.0001844085,0.0004528082,0.00004940097,0.001486055,0.0001878929,0.00001869815],"category_scores_gemma":[0.001260035,0.000146859,0.0002240779,0.0004751686,0.0008762646,0.00005765051,0.002463035,0.002032979,4.646174e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188026,"about_ca_system_score_gemma":0.0001034622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004530106,"about_ca_topic_score_gemma":0.00004434639,"domain_scores_codex":[0.9961511,0.001099568,0.0005622397,0.0003940679,0.001283356,0.0005096634],"domain_scores_gemma":[0.9960673,0.001885012,0.0002427865,0.001476721,0.0002859905,0.00004218245],"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":[0.000137097,0.00002329358,0.001892367,0.007865105,0.0001066016,0.000001910943,0.002514918,0.9777517,0.008946544,0.000194099,0.0001130258,0.000453328],"study_design_scores_gemma":[0.0004333152,0.0005006307,0.004279175,0.00840826,0.00009245303,0.0000153063,0.001965442,0.3716631,0.6109694,0.0009894224,0.0003242225,0.0003592016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862821,0.01033327,0.00006720805,0.0007622634,0.0002960095,0.001819681,0.00002975919,0.00004753986,0.0003622251],"genre_scores_gemma":[0.9984869,0.0009192742,0.00004546008,0.000006698448,0.00007063313,0.0001785807,0.000003221958,0.00007725638,0.0002119538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6060886,"threshold_uncertainty_score":0.8832394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702953146573619,"score_gpt":0.3026993288148202,"score_spread":0.2324040141574583,"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."}}