{"id":"W2038264149","doi":"10.1179/175355507x196510","title":"Developments in composites: advanced, infrastructural, natural and nano-composites","year":2007,"lang":"en","type":"article","venue":"Materials Technology","topic":"Material Selection and Properties","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Automotive industry; Joint venture; Advanced composite materials; Composite material; Materials science; Composite number; Engineering; Business; Aerospace engineering; Commerce","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":[],"consensus_categories":[],"category_scores_codex":[0.0003866152,0.000208584,0.0003303662,0.0003612417,0.0001405816,0.0001142405,0.0002479975,0.0001926848,0.0003909177],"category_scores_gemma":[0.00004840813,0.0001741115,0.00001112925,0.0002786726,0.0002187698,0.0002027654,0.0002088597,0.00009248484,0.00009742961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006656089,"about_ca_system_score_gemma":0.00001967302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009208784,"about_ca_topic_score_gemma":0.0001050294,"domain_scores_codex":[0.9985322,0.00004466901,0.0004892692,0.0003489071,0.0001208583,0.0004640363],"domain_scores_gemma":[0.9995744,0.00002750544,0.0001250072,0.0001756312,0.00005203934,0.00004541285],"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":[0.0001901008,0.00001504085,0.002589345,0.00003572368,0.000003331344,0.00001076253,0.0001261482,0.000001670374,0.9935918,0.00137715,0.00002689415,0.002031972],"study_design_scores_gemma":[0.0004720052,0.00007228163,0.009020163,0.00004394601,0.000002767837,0.0001032728,0.0001077031,0.000001472515,0.9850794,0.000582434,0.004293354,0.0002211669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997276,0.0003171511,0.00003308892,0.0001580574,0.001285495,0.0002361164,0.000008307939,0.0003164483,0.0003693013],"genre_scores_gemma":[0.9909527,0.00003852497,0.008638889,0.0001658814,0.00003959804,0.00002024366,0.00001113791,0.00001819767,0.000114787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0086058,"threshold_uncertainty_score":0.7100062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005038045030379856,"score_gpt":0.228942229964394,"score_spread":0.2239041849340141,"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."}}