{"id":"W4386229344","doi":"10.31399/asm.amp.2016-09.p026","title":"Collaborative Approach Tackles Aluminum Lightweighting Challenges","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Aluminium; Manufacturing engineering; Materials science; Construction engineering; Engineering; Mechanical engineering; Computer science; Metallurgy; Composite material","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":[0.000321411,0.0001407444,0.0001884759,0.00002793833,0.0001864648,0.00007270392,0.0003187017,0.00007846062,0.0004335137],"category_scores_gemma":[0.0001210302,0.00007781799,0.00003988622,0.0001414158,0.0002759959,0.0002163759,0.0001861948,0.0000434042,0.0006916933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003106743,"about_ca_system_score_gemma":0.00002304696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001385311,"about_ca_topic_score_gemma":0.00001172811,"domain_scores_codex":[0.9987107,0.00007259475,0.0002957805,0.0003873377,0.0001992883,0.0003343312],"domain_scores_gemma":[0.9992222,0.0001097353,0.00008738071,0.0003848228,0.00008991444,0.0001059565],"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":[0.00001834022,0.00009793363,0.00002585887,0.0000117259,0.000002838344,9.54693e-7,0.0001050648,5.574528e-7,0.9428642,0.03977105,0.0008391574,0.01626234],"study_design_scores_gemma":[0.0002289586,0.00007933137,0.00101284,0.00004134432,0.00001004993,0.000007587484,0.0002584466,0.000021169,0.9676419,0.007471369,0.02302053,0.0002065008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699737,0.0006145688,0.002206063,0.01053867,0.00009393252,0.0003864677,0.00003168195,0.0005610453,0.01559382],"genre_scores_gemma":[0.9896914,0.0001902783,0.009407441,0.0001027173,0.0001488021,0.0001873374,0.000001059069,0.000018161,0.0002527391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03229968,"threshold_uncertainty_score":0.889055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555150220356632,"score_gpt":0.2458267657037777,"score_spread":0.2202752635002114,"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."}}