{"id":"W4382982848","doi":"10.3390/polym15132897","title":"Magnetic Filler Polymer Composites—Morphology Characterization and Experimental and Stochastic Finite Element Analyses of Mechanical Properties","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"Composite Material Mechanics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Canada First Research Excellence Fund; University of Alberta","keywords":"Materials science; Composite material; Epoxy; Compression molding; Isotropy; Polymer; Finite element method; Modulus; Filler (materials); Composite number; Molding (decorative); Characterization (materials science); Structural engineering; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002770625,0.000242797,0.0001666965,0.0003096809,0.0001794275,0.0001670247,0.0002064069,0.0002926192,0.0005498244],"category_scores_gemma":[0.000425183,0.0001876104,0.0002034293,0.0001684382,0.0002997463,0.0001573351,0.00008957507,0.0001912945,0.00009644191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240414,"about_ca_system_score_gemma":0.0001537532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008221059,"about_ca_topic_score_gemma":0.001370644,"domain_scores_codex":[0.9998816,0.00001110083,0.000005548916,0.00002630213,0.00006561517,0.000009821718],"domain_scores_gemma":[0.9997507,0.0001195316,0.00003782084,0.00003605302,0.00004526083,0.00001067649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001353876,0.0001367469,0.002763807,0.00006182338,0.000006002213,0.00008709252,0.0000896058,0.08856542,0.8958284,0.0008523303,0.0001000108,0.01137342],"study_design_scores_gemma":[0.000008536451,0.0001351902,0.007176791,0.000003436695,0.000006254108,0.00008070823,0.00002613803,0.6176536,0.3741108,0.0002127167,0.0005736937,0.00001216364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520664,0.00008899293,0.04559804,0.00003881038,0.000007498585,0.00002410855,0.0001139844,0.0002229846,0.00183927],"genre_scores_gemma":[0.9868456,0.00003349858,0.01260856,0.000003548913,0.000001849552,0.00002216297,0.00006091583,0.00001205602,0.0004117063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008221059,"threshold_uncertainty_score":0.00183934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359239100566413,"score_gpt":0.2448485634394969,"score_spread":0.2212561724338328,"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."}}