{"id":"W2783994504","doi":"10.1098/rsta.2017.0212","title":"A phase-field-crystal alloy model for late-stage solidification studies involving the interaction of solid, liquid and gas phases","year":2018,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada Research Chairs; Compute Canada","keywords":"Alloy; Materials science; Phase (matter); Field (mathematics); Stage (stratigraphy); Thermodynamics; Metallurgy; Chemistry; Physics; Mathematics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003857008,0.0001323519,0.0002491772,0.0000186868,0.0003968113,0.00002964567,0.0002318421,0.00004411961,0.00001035502],"category_scores_gemma":[0.000175921,0.00007590377,0.0001565386,0.0001694079,0.001055419,0.0001606874,0.00003777845,0.0001135471,5.944233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001398605,"about_ca_system_score_gemma":0.00001973551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003487913,"about_ca_topic_score_gemma":4.173877e-7,"domain_scores_codex":[0.9990377,0.00002447367,0.0002937931,0.0002225738,0.0002405749,0.0001808633],"domain_scores_gemma":[0.9989185,0.000658564,0.0001111444,0.000154384,0.00009955562,0.00005788647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001205442,0.0007476654,7.04344e-7,0.0006231415,0.00008468486,2.975238e-8,0.01044693,0.05182253,0.8746293,0.06122359,0.00002052267,0.0002803366],"study_design_scores_gemma":[0.0002610273,0.0004230401,0.000001586692,0.00008615226,0.00005753477,6.357504e-7,0.0006217916,0.8605719,0.08159346,0.0562907,0.000007110211,0.00008511127],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617663,0.00008747214,0.1345027,0.003232128,0.00007185788,0.0002417583,0.00002979832,0.00003287949,0.00003506324],"genre_scores_gemma":[0.9976255,0.00003108349,0.002089757,0.00006370247,0.0001013776,0.00005265199,3.22442e-7,0.000007688285,0.00002788882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8087493,"threshold_uncertainty_score":0.3888737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402294884583863,"score_gpt":0.3240520863039686,"score_spread":0.26002913745813,"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."}}