{"id":"W3153778706","doi":"10.82308/20751","title":"A grand potential based multi-phase field model for alloy solidification","year":2017,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phase (matter); Field (mathematics); Alloy; Metallurgy; Materials science; Physics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003591125,0.0007319465,0.0009827178,0.0007106281,0.0007556076,0.001154911,0.001779106,0.002209939,0.004959187],"category_scores_gemma":[0.0006379204,0.0005014796,0.0009172776,0.0008566746,0.001001154,0.001382063,0.0007925553,0.001163387,0.0009437869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356942,"about_ca_system_score_gemma":0.001023993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005540934,"about_ca_topic_score_gemma":0.005103737,"domain_scores_codex":[0.9998684,0.00004430702,0.000005335242,0.00002297908,0.0000419071,0.00001703686],"domain_scores_gemma":[0.9998268,0.00007407695,0.00001976383,0.00001751142,0.00004123601,0.00002058695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000368443,0.00002859752,0.0002377271,0.0000799932,0.00002510314,0.0001304293,0.00006785188,0.8289723,0.003425928,0.1617899,0.0008768797,0.004328499],"study_design_scores_gemma":[0.000008454066,0.00001213773,0.00007294853,0.000005391097,0.000004765055,0.00002011809,0.000008237675,0.9808851,0.0001565303,0.0173414,0.001476409,0.000008546691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09184289,0.003026264,0.8292626,0.002789941,0.0003696098,0.0001590542,0.0009574039,0.0004681668,0.07112403],"genre_scores_gemma":[0.8141636,0.002426229,0.0885351,0.0005754959,0.0002067368,0.0007814423,0.0005585051,0.000338385,0.09241448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005540934,"threshold_uncertainty_score":0.01659018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05478471933486104,"score_gpt":0.3045926699383402,"score_spread":0.2498079506034791,"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."}}