{"id":"W4401504200","doi":"10.1007/s40962-024-01409-2","title":"Highlights on the Role of Fe, Sr, and Solidification Time on Porosity Formation in Al–Si Cast Alloys","year":2024,"lang":"en","type":"article","venue":"International Journal of Metalcasting","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Materials science; Directional solidification; Intermetallic; Metallurgy; Porosity; Structural material; Graphite; Microstructure; Mold; Gray iron; Strontium; Cast iron; Alloy; Composite material; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003594648,0.00009579516,0.0001231638,0.0002272418,0.00002337794,0.00007359449,0.0001731434,0.00003295717,0.00002149856],"category_scores_gemma":[0.00009563856,0.00006417617,0.00005254191,0.00007523195,0.00002621462,0.0003103524,0.00002448503,0.0002105105,0.00001296346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101865,"about_ca_system_score_gemma":0.00001248411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000644958,"about_ca_topic_score_gemma":0.000004600082,"domain_scores_codex":[0.9991097,0.00003357175,0.0003910471,0.00006939084,0.0003131682,0.00008307972],"domain_scores_gemma":[0.9995226,0.0001588627,0.0001190615,0.00005813344,0.0001199092,0.00002139104],"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":[0.00006169184,0.00002068356,0.00007923922,0.00003513051,0.0001668173,0.00003524763,0.00176088,0.009205721,0.9641211,0.002401997,0.0002220883,0.02188939],"study_design_scores_gemma":[0.0003679013,0.0001343056,0.002539557,0.0009958019,0.00004284673,0.0007598706,0.0003323768,0.1754672,0.8099641,0.001575744,0.007637189,0.0001831726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961718,0.001106169,0.0002795572,0.0007567164,0.0004280486,0.00006142172,0.000007664268,0.00001953043,0.001169108],"genre_scores_gemma":[0.9993678,0.0001120561,0.0002985004,0.00004604995,0.0001261383,0.000001424898,0.000002915181,0.00001401321,0.00003110326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1662615,"threshold_uncertainty_score":0.2617028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158317712353521,"score_gpt":0.220353222616755,"score_spread":0.2087700454932198,"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."}}