{"id":"W7052435512","doi":"","title":"Semi-Solid Casting and Forging of A357 Aluminum Alloy Components","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forging; Alloy; Casting; Aluminium; Aluminium alloy","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":[0.00003261733,0.00006311119,0.00009657936,0.00001884574,0.00003836387,0.000009901727,0.00005577811,0.00002726284,0.0003648002],"category_scores_gemma":[0.00001149806,0.00005970104,0.00001690302,0.00004841453,0.00002957754,0.0000366181,0.00002945624,0.00006797796,0.00001925041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008206301,"about_ca_system_score_gemma":6.806491e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007199949,"about_ca_topic_score_gemma":0.000001379754,"domain_scores_codex":[0.9995847,0.000003816202,0.0001324919,0.00007737527,0.00006485311,0.0001367865],"domain_scores_gemma":[0.9997932,0.00002773938,0.00001340487,0.0001012989,0.00001284363,0.00005153163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002331567,0.00003959971,0.0006406158,0.000233414,0.00002864253,0.00000310458,0.0005443235,0.004007483,0.9542355,0.002370164,0.004419325,0.0334755],"study_design_scores_gemma":[0.0001744278,0.00002021926,0.0005002984,0.00003841847,0.00001158516,0.000008061573,0.00004885345,0.9737142,0.008949119,0.0002758745,0.01613817,0.0001207251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087777,0.0002165648,0.00103654,0.0002291495,0.00004228387,0.0001012156,0.000005966348,0.0000949346,0.08949571],"genre_scores_gemma":[0.9971673,0.00004906717,0.002185104,0.00002429716,0.00003402761,0.000008632102,0.000001580033,0.00001280815,0.0005172232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9697068,"threshold_uncertainty_score":0.3994306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02440552069502469,"score_gpt":0.2048420564134579,"score_spread":0.1804365357184332,"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."}}