{"id":"W4327952332","doi":"10.3390/met13030609","title":"A Review on Processing–Microstructure–Property Relationships of Al-Si Alloys: Recent Advances in Deformation Behavior","year":2023,"lang":"en","type":"review","venue":"Metals","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Castability; Microstructure; Deformation (meteorology); Casting; Specific strength; Automotive industry; Porosity; Precipitation; Aerospace; Die casting; Metallurgy; Mechanical engineering; Aluminium; Composite material; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0007983447,0.0006568042,0.002170927,0.0004214261,0.00006701532,0.00004307919,0.0004513647,0.0003338893,0.00005945073],"category_scores_gemma":[0.0003378584,0.0004023806,0.0003106296,0.001039978,0.00007910669,0.0004861773,0.00007953806,0.0008839058,0.0001937597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530416,"about_ca_system_score_gemma":0.0001285821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004925486,"about_ca_topic_score_gemma":0.00005692542,"domain_scores_codex":[0.9968584,0.000260051,0.001757433,0.0004121388,0.0003369106,0.000375114],"domain_scores_gemma":[0.9986653,0.00008702763,0.0005281365,0.0005286196,0.0001257388,0.00006519293],"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":[0.000002377663,0.00001380286,0.000002950035,0.109862,0.00005115312,0.000002881531,0.0001145929,0.0001560757,0.00003070428,0.000004939679,0.001146881,0.8886117],"study_design_scores_gemma":[0.00009118192,0.00002151804,0.00001015651,0.08340742,0.0005876567,0.0000359923,0.00001294076,0.00003820983,0.00006381088,0.00001937082,0.9152717,0.0004400183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002353823,0.9967521,0.00002330077,0.00003016138,0.0003342535,0.002204504,0.00009818649,0.0002654807,0.000268512],"genre_scores_gemma":[0.00002575723,0.9979306,0.0005438801,0.00008269119,0.0000487739,0.0007005234,0.000307398,0.0001843086,0.0001760398],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9141248,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0812973689593259,"score_gpt":0.3221522206177379,"score_spread":0.240854851658412,"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."}}