{"id":"W2100392300","doi":"10.5539/jmsr.v2n3p1","title":"Convection Streams and Macrosegregation Couple Phenomena for Dendritic Solidification Defects in Casting Processes","year":2013,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kungliga Tekniska Högskolan; Deutscher Akademischer Austauschdienst; Ain Shams University; Massachusetts Institute of Technology","keywords":"Equiaxed crystals; Materials science; Ingot; Convection; Thermal; Heat transfer; Metallurgy; Casting; Mechanics; Work (physics); Aluminium; Alloy; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002113588,0.00006588385,0.000130585,0.0003315077,0.0001550588,0.0004111958,0.0001625462,0.00003365179,0.00001787248],"category_scores_gemma":[0.0008277431,0.00005300282,0.000007794431,0.0003882701,0.0002454345,0.0009191577,0.00002973719,0.0001021153,0.000004156838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982958,"about_ca_system_score_gemma":0.0001733364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005506635,"about_ca_topic_score_gemma":0.00002138828,"domain_scores_codex":[0.9989018,0.00003728178,0.0002988809,0.0001083773,0.000343287,0.0003103475],"domain_scores_gemma":[0.9988021,0.0001342587,0.00007212471,0.0000624395,0.0008633513,0.00006577238],"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":[0.0000131838,0.000006244753,0.0003046545,0.0003235658,0.000001964336,6.699104e-7,0.0006471207,0.0005964904,0.9959038,0.00002264543,0.00001634662,0.002163271],"study_design_scores_gemma":[0.0002449005,0.0001107332,0.004211309,0.0001312705,0.000002278836,0.00006519938,0.0008103297,0.005512768,0.9881612,0.0006655824,0.0000198316,0.00006461223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998522,0.0003505485,0.0004934509,0.00004812904,0.0002187471,0.0003280824,0.000002365619,0.00001061825,0.00002608728],"genre_scores_gemma":[0.9988242,0.0001152305,0.0008816565,0.00000231581,0.0001224418,0.00003104596,6.783172e-7,0.00001118931,0.000011257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007742659,"threshold_uncertainty_score":0.3965171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04445737686332116,"score_gpt":0.3146893797860499,"score_spread":0.2702320029227288,"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."}}