{"id":"W1992358835","doi":"10.4028/www.scientific.net/msf.519-521.1641","title":"A Comparative Study on the Softening Behaviour of Cold Rolled Ingot and Continuous Cast AA5754","year":2006,"lang":"en","type":"article","venue":"Materials science forum","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ingot; Materials science; Softening; Annealing (glass); Metallurgy; Alloy; Homogenization (climate); Grain size; Shrinkage; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000414486,0.0001442119,0.0002814083,0.00007520854,0.0002130615,0.0001721124,0.0002538081,0.00002575067,0.00001974296],"category_scores_gemma":[0.00001870386,0.00009247968,0.00001462744,0.0001727382,0.0004108765,0.0001377221,0.00008557142,0.00005578575,0.000006248165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003609646,"about_ca_system_score_gemma":0.00002053636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002105798,"about_ca_topic_score_gemma":0.00005628507,"domain_scores_codex":[0.9990111,0.00003211945,0.0002562427,0.0001821394,0.0002245126,0.0002938775],"domain_scores_gemma":[0.9996344,0.00003459441,0.00006753952,0.0001816823,0.00005910513,0.00002264661],"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":[0.0000181611,0.00002283785,0.005371758,0.000005658678,0.000005836947,0.000001683662,0.002058767,0.0003309186,0.9917559,0.000266471,0.0001535657,0.000008414782],"study_design_scores_gemma":[0.0002913374,0.0001524188,0.02299432,0.00002223836,0.00001023217,0.000006375454,0.003770453,0.0001242292,0.9724436,0.00002867611,0.00003770802,0.0001184472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986866,0.00004436189,0.00002738342,0.00004098298,0.0002816102,0.0005048254,0.00002198135,0.00006302442,0.0003292782],"genre_scores_gemma":[0.9997521,3.073608e-7,0.00009784063,0.0000190878,0.00002361301,0.00003214088,6.576363e-7,0.00001267448,0.00006155164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01931237,"threshold_uncertainty_score":0.3771212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255199654747246,"score_gpt":0.2229006331415952,"score_spread":0.2103486365941227,"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."}}