{"id":"W188561126","doi":"10.1533/9780857093844.1.3","title":"Current developments in wrought magnesium alloys","year":2012,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Formability; Materials science; Metallurgy; Crystal twinning; Magnesium; Refining (metallurgy); Alloy; Magnesium alloy; Cracking; Texture (cosmology); Composite material; Microstructure","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004278126,0.000545184,0.000551171,0.000162248,0.000148064,0.00009539422,0.0006738282,0.0002815416,0.003290414],"category_scores_gemma":[0.000009621819,0.0004775347,0.0001339829,0.00002373423,0.0001559695,0.0001076469,0.000395479,0.0004098377,0.004295344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796454,"about_ca_system_score_gemma":0.0002129102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003654362,"about_ca_topic_score_gemma":0.00007341755,"domain_scores_codex":[0.9974039,0.00003740943,0.0007609318,0.0006753774,0.0004747947,0.0006475737],"domain_scores_gemma":[0.9986554,0.00002958719,0.0002942792,0.0007124084,0.00009800109,0.000210317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001431941,0.00004082798,0.00003832901,0.0002728446,0.000005783851,0.000006798458,0.0002873169,4.047821e-7,0.005042655,0.01417825,0.0002689319,0.9798436],"study_design_scores_gemma":[0.0002318145,0.00001846576,0.0001821449,0.0001729912,0.00004811665,0.000008376902,0.000006124516,0.000001186506,0.00142631,0.001915731,0.9953723,0.000616442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008917233,0.006190522,0.000003547346,0.00009937082,0.001009968,0.0009050028,0.00004752641,0.0001062736,0.9907461],"genre_scores_gemma":[0.01098426,0.0003003944,0.001071257,0.0002273992,0.0005467407,0.0003623867,0.00004581721,0.0001157358,0.986346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9951034,"threshold_uncertainty_score":0.9997677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541208063562048,"score_gpt":0.2467628535343485,"score_spread":0.221350772898728,"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."}}