{"id":"W2731562410","doi":"10.1002/pc.24495","title":"Microstructure characterization in direct sheet molding compound","year":2017,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Composite Material Mechanics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Composite material; Microstructure; Mold; Molding (decorative); Deformation (meteorology); Bundle; Fiber","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":[0.00005330213,0.0002044781,0.0002476326,0.000115488,0.0001941787,0.0003953454,0.0003884779,0.00008249759,0.00008523442],"category_scores_gemma":[0.000007478973,0.0002241964,0.0000412409,0.00006103469,0.00002901806,0.0002828418,0.0001244652,0.0001220424,0.0000308003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005959792,"about_ca_system_score_gemma":0.000005231599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006523197,"about_ca_topic_score_gemma":0.00002480293,"domain_scores_codex":[0.999186,0.00002122822,0.0002193746,0.0001950398,0.0001038523,0.0002745407],"domain_scores_gemma":[0.9993776,0.00002099303,0.00006502955,0.0004624547,0.00001511898,0.00005882443],"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":[0.00001308002,0.0000107368,0.007179468,0.00003807871,0.0000163806,0.00001447693,0.0001315252,0.0001614739,0.9905093,0.0003000335,0.00001866751,0.001606748],"study_design_scores_gemma":[0.0002954736,0.00001247245,0.06055915,0.00008149832,0.00001077467,0.00001673631,0.000003052714,0.0299505,0.9083352,0.00005025655,0.0004141737,0.0002707029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958184,0.0003707646,0.0002908764,0.00006933767,0.001240063,0.0001408034,0.00007240333,0.0002410056,0.001756355],"genre_scores_gemma":[0.999253,0.00002505427,0.000319053,0.0000372501,0.0001659091,0.00001040006,0.00009338229,0.0000501845,0.00004577095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08217412,"threshold_uncertainty_score":0.9142463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00771274795585812,"score_gpt":0.2089453766916643,"score_spread":0.2012326287358062,"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."}}