{"id":"W2752427240","doi":"","title":"Impact behavior of thin thermoplastic composites dependant on manufacturing parameters and layup","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermoplastic composites; Composite material; Thermoplastic; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009028066,0.0001719699,0.0002157927,0.00007215448,0.00002927604,0.00001917287,0.0001158451,0.00006587462,0.0002040906],"category_scores_gemma":[0.00001045205,0.0001404606,0.00006728851,0.00003573675,0.00002786176,0.0001052716,0.00003624382,0.0001712291,0.00002658054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003535952,"about_ca_system_score_gemma":0.00000283097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006090921,"about_ca_topic_score_gemma":8.45316e-7,"domain_scores_codex":[0.9992157,0.00002418981,0.0001859835,0.0001069183,0.0001744573,0.0002927286],"domain_scores_gemma":[0.9993879,0.0002092064,0.00003241773,0.0001993446,0.000008577308,0.0001625321],"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":[0.00002411756,0.00009469876,0.0199128,0.00003316091,0.00003284557,0.000004938544,0.0001333774,0.001035829,0.972996,0.0002132369,0.00004865863,0.005470363],"study_design_scores_gemma":[0.0002157638,0.0001381226,0.1943533,0.00004366119,0.00007014578,0.00002061239,0.000008507966,0.001779811,0.8030809,0.0001014953,0.00001239833,0.0001753121],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982157,0.0000767266,0.0003838835,0.000006469936,0.0001535398,0.0001578645,0.00001706191,0.0001177656,0.0008709241],"genre_scores_gemma":[0.9960711,0.000009451904,0.003830776,0.000008718213,0.00002233437,0.00001498626,0.000004261737,0.00003215385,0.00000620374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744404,"threshold_uncertainty_score":0.5727817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588634461680028,"score_gpt":0.2456686962628649,"score_spread":0.2297823516460646,"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."}}