{"id":"W4239457803","doi":"10.1002/div.3216","title":"PPG Industries, Inc.","year":2005,"lang":"en","type":"article","venue":"Mergent s Dividend Achievers","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automotive industry; Speciality chemicals; Aerospace; Production (economics); Business; Glass fiber; Manufacturing engineering; Materials science; Engineering; Composite material; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002728158,0.001100449,0.0003530059,0.002131986,0.001315291,0.001667496,0.0006672445,0.000919899,0.5234475],"category_scores_gemma":[0.0006329357,0.0004313267,0.0002687067,0.00128585,0.0003274894,0.001192406,0.001070719,0.001105639,0.3605407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007764864,"about_ca_system_score_gemma":0.001170429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003647137,"about_ca_topic_score_gemma":0.01187553,"domain_scores_codex":[0.9995172,0.00002330877,0.00001378439,0.0001077124,0.0003038421,0.00003411222],"domain_scores_gemma":[0.9995091,0.00003793729,0.00002346083,0.00006738088,0.0002600426,0.0001021416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001008295,0.0001412528,0.001077827,0.0003008167,0.000008378001,0.0002767614,0.0001153571,0.0002193648,0.008075078,0.0102514,0.5897364,0.3896966],"study_design_scores_gemma":[0.00001396303,0.0000448837,0.00125214,0.00006097695,0.000006562365,0.000298232,0.00006025586,0.0002437381,0.001408798,0.0009067069,0.9956994,0.000004294626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002107916,0.00165243,0.002512645,0.001004944,0.0005169481,0.0001291356,0.002168138,0.001748998,0.988159],"genre_scores_gemma":[0.008083995,0.001250047,0.001885402,0.0004096359,0.00005534827,0.00004293276,0.002695981,0.0001507297,0.9854259],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4765525,"threshold_uncertainty_score":0.6797442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009368416573021107,"score_gpt":0.2009967167012959,"score_spread":0.1916283001282748,"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."}}