{"id":"W3005117945","doi":"10.1007/s11837-020-04051-5","title":"Emerging Hot Topics and Research Questions in Wrought Magnesium Alloy Development","year":2020,"lang":"en","type":"article","venue":"JOM","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Engineering and Physical Sciences Research Council","keywords":"Atomic units; Grain boundary; Nanotechnology; Field (mathematics); Atom (system on chip); Scale (ratio); Materials science; Engineering physics; Computer science; Metallurgy; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002142708,0.0003852454,0.0006409,0.00125816,0.0006008578,0.00293905,0.001143677,0.001923234,0.006014817],"category_scores_gemma":[0.00210969,0.0002624119,0.0004143138,0.002352527,0.001490094,0.00412637,0.0008546591,0.0007884732,0.001399957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274652,"about_ca_system_score_gemma":0.002842575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009302842,"about_ca_topic_score_gemma":0.002264345,"domain_scores_codex":[0.9992664,0.0001402739,0.00004946453,0.0001704023,0.0002234664,0.0001499775],"domain_scores_gemma":[0.9982492,0.0007218173,0.0002952959,0.0000707009,0.0004999076,0.0001631333],"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":[0.000744063,0.000354837,0.01929005,0.007872401,0.00009029858,0.000962286,0.001702302,0.004333429,0.02681925,0.183749,0.04041034,0.7136718],"study_design_scores_gemma":[0.00006693223,0.0007969568,0.01908089,0.002545739,0.0001417931,0.001286551,0.01122925,0.009933941,0.02334354,0.1575547,0.773926,0.00009384949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1017249,0.7873839,0.009961715,0.04498962,0.002009414,0.0000714175,0.0005421969,0.0002248232,0.05309205],"genre_scores_gemma":[0.4823024,0.4765837,0.01125222,0.006799159,0.003263573,0.00007989142,0.0006807428,0.00007690817,0.01896152],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006014817,"threshold_uncertainty_score":0.02012157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0707634223711945,"score_gpt":0.3226389672512371,"score_spread":0.2518755448800426,"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."}}