{"id":"W4322772551","doi":"10.3390/ma16052047","title":"A Review on Porosity Formation in Aluminum-Based Alloys","year":2023,"lang":"en","type":"review","venue":"Materials","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Chicoutimi","funders":"","keywords":"Porosity; Materials science; Casting; Refining (metallurgy); Alloy; Aluminium; Ultimate tensile strength; Metallurgy; Grain size; Composite material; Sand casting; Mineralogy; Mold; Geology","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":[0.0004220916,0.001149954,0.001251376,0.003021204,0.0003649601,0.0009634937,0.0008126252,0.0008580151,0.002973474],"category_scores_gemma":[0.0005330213,0.000549749,0.0008688933,0.003023587,0.0003301681,0.001226064,0.0005494391,0.0008910606,0.001368481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00049116,"about_ca_system_score_gemma":0.001050715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001336868,"about_ca_topic_score_gemma":0.001479119,"domain_scores_codex":[0.9997458,0.00002775235,0.00004809566,0.00004931742,0.0001087657,0.00002022295],"domain_scores_gemma":[0.999749,0.0001112702,0.00004533221,0.000008128717,0.00007587525,0.0000104427],"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":[0.00008048682,0.0001260562,0.0003806388,0.09461683,0.000221005,0.0004707577,0.0001533823,0.001709555,0.01286639,0.008644014,0.02052257,0.8602083],"study_design_scores_gemma":[0.000008637968,0.0001475134,0.0009753409,0.005542334,0.0002218551,0.001514969,0.00006209735,0.0002420275,0.004822761,0.001931864,0.9844914,0.00003914101],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004367915,0.9975111,0.0003793774,0.00007615973,0.0001553999,0.000006873052,0.00003672887,0.00001205062,0.00138541],"genre_scores_gemma":[0.00141392,0.9971877,0.0004485628,0.00006860246,0.00009692209,0.000008249518,0.00004789242,0.000002344608,0.0007258413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003021204,"threshold_uncertainty_score":0.00994724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05715163322727922,"score_gpt":0.2912571501734429,"score_spread":0.2341055169461637,"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."}}