{"id":"W4252584205","doi":"10.1002/div.5279","title":"PPG Industries, Inc.","year":2006,"lang":"en","type":"article","venue":"Mergent s Dividend Achievers","topic":"Silicone and Siloxane Chemistry","field":"Materials Science","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":["insufficient_payload"],"category_scores_codex":[0.0002219459,0.0001828293,0.000183093,0.00004375523,0.0001682493,0.00007154667,0.0003271253,0.0001218249,0.004928736],"category_scores_gemma":[0.0000486328,0.0001700689,0.00005707744,0.0001880623,0.0001060548,0.0002063892,0.0001198895,0.00015013,0.001005455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005925809,"about_ca_system_score_gemma":0.00006916117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009808663,"about_ca_topic_score_gemma":0.00004362405,"domain_scores_codex":[0.9986017,0.00003679801,0.0002867305,0.0003430596,0.0003421675,0.0003895739],"domain_scores_gemma":[0.9993939,0.00004031384,0.00009189372,0.0003358111,0.00003094376,0.0001070881],"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":[0.00001422664,0.00007078166,0.0155723,0.00001235452,0.000006630962,0.00001812674,0.00003173602,0.00006342457,0.8762709,0.0004947016,0.1071383,0.0003064311],"study_design_scores_gemma":[0.0002999561,0.00001711696,0.005985892,0.00001123427,0.00002076988,0.000006506085,0.00007796007,0.000004895254,0.9077812,0.0003803746,0.0851782,0.0002358872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919766,0.0002825226,0.00002854264,0.0005871671,0.0006164258,0.00008233439,0.00003997186,0.0001430136,0.006243461],"genre_scores_gemma":[0.9948253,0.00001497639,0.00009451516,0.0002027368,0.000356333,0.00001519319,0.0000667532,0.00001810638,0.004406075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03151025,"threshold_uncertainty_score":0.9997724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188774511632857,"score_gpt":0.2139382568121844,"score_spread":0.2020505116958558,"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."}}