{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007927996,0.0001987308,0.0002212534,0.0001094347,0.000077401,0.00006981551,0.0002380103,0.00008255333,0.001248975],"category_scores_gemma":[0.000008994861,0.0001838683,0.00006848222,0.000242903,0.00003127954,0.0001768549,0.00005760804,0.0001130411,0.0002617979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006818533,"about_ca_system_score_gemma":0.000007429138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003460367,"about_ca_topic_score_gemma":0.00004218789,"domain_scores_codex":[0.9989852,0.00002487269,0.0002930258,0.0001655506,0.0002428495,0.0002885153],"domain_scores_gemma":[0.9996277,0.00002139733,0.00003752352,0.0002247107,0.00001840231,0.00007028298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003906239,0.0000599392,0.03857927,0.0001143649,0.0006224081,0.00005648341,0.0001056182,0.1543118,0.4115162,0.005134523,0.3806149,0.008845416],"study_design_scores_gemma":[0.000980867,0.00004774032,0.1483093,0.00005135745,0.000302419,0.00001761071,0.00005624491,0.003585461,0.3488607,0.00366451,0.4926893,0.001434542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941812,0.0003845615,0.000214469,0.0002379595,0.0009608816,0.0000861668,0.00002834956,0.0003825451,0.00352386],"genre_scores_gemma":[0.998806,0.00003123008,0.0002017467,0.00003845837,0.0003223397,0.000008448577,0.0001015203,0.0000289132,0.0004613162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507263,"threshold_uncertainty_score":0.999664,"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."}}