{"id":"W2247921322","doi":"10.2172/1089084","title":"Predictive Engineering Tools for Injection-Molded Long-Carbon-Fiber Thermoplastic Composites","year":2013,"lang":"en","type":"report","venue":"","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporation; Quarter (Canadian coin); Engineering; Engineering management; Business; Manufacturing engineering; Political science; Law; History","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001851348,0.0005400883,0.0005592532,0.000288449,0.00009785353,0.0002959553,0.0001908909,0.0005055622,0.0005294568],"category_scores_gemma":[0.0002010028,0.0004682087,0.0002003064,0.0001765195,0.00002690606,0.0002790834,0.00004200184,0.0004734716,0.00005763896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003593477,"about_ca_system_score_gemma":0.0001378553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001670186,"about_ca_topic_score_gemma":0.00001199869,"domain_scores_codex":[0.9982585,0.00001037197,0.000498437,0.0003757653,0.0004099263,0.0004469406],"domain_scores_gemma":[0.9986613,0.0003299006,0.00009394749,0.0002737739,0.0005442387,0.00009682011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003976609,0.00003592324,0.0001546533,0.004025924,0.001204643,0.000004775329,0.0002963525,0.9571348,0.001134143,0.00003316959,0.02354033,0.01239547],"study_design_scores_gemma":[0.0007963926,0.000668444,0.001511596,0.001660133,0.0005973128,0.0002942728,0.0001006199,0.8099174,0.01332813,0.00007617231,0.1685082,0.002541369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07642083,0.01505568,0.2297461,0.0000636079,0.02719275,0.007268201,0.0004578608,0.01105442,0.6327406],"genre_scores_gemma":[0.9250731,0.0008226077,0.002986369,0.00002972946,0.003471155,0.002580206,0.0003396915,0.0007150809,0.06398205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8486523,"threshold_uncertainty_score":0.999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504230334828753,"score_gpt":0.2264584496626034,"score_spread":0.2014161463143159,"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."}}