{"id":"W4239593123","doi":"10.1002/div.3621","title":"PPG Industries, Inc.","year":2006,"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":[],"category_scores_codex":[0.0002738436,0.001116337,0.0003577789,0.002111825,0.001292007,0.001603798,0.0006642441,0.0009240272,0.5212336],"category_scores_gemma":[0.0006394921,0.0004224664,0.000271265,0.001290973,0.0003261645,0.001175959,0.001066762,0.001101864,0.3612208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007598685,"about_ca_system_score_gemma":0.001133926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003501929,"about_ca_topic_score_gemma":0.01135671,"domain_scores_codex":[0.9995142,0.00002398463,0.00001399393,0.0001112294,0.0003025551,0.00003409973],"domain_scores_gemma":[0.9995033,0.0000387227,0.00002382665,0.000068996,0.0002627345,0.0001024224],"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":[0.0001061861,0.0001436359,0.001127099,0.0003103484,0.000008565131,0.0002867089,0.0001172244,0.000229424,0.008441361,0.0100822,0.5761614,0.4029858],"study_design_scores_gemma":[0.00001450808,0.00004698936,0.0013234,0.00006192223,0.000006738188,0.0003089552,0.0000594021,0.0002540402,0.00145794,0.0008984226,0.9955631,0.000004394825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00225278,0.001747307,0.002653344,0.001019708,0.0005390609,0.0001349879,0.002300231,0.001818455,0.9875342],"genre_scores_gemma":[0.008597724,0.001293676,0.001990706,0.0004222941,0.0000578664,0.00004544018,0.002862087,0.0001592569,0.984571],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5212336,"threshold_uncertainty_score":0.6829022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005833654273981637,"score_gpt":0.1779396389760939,"score_spread":0.1721059847021123,"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."}}