{"id":"W2011688806","doi":"10.1103/physreve.86.066706","title":"Phase-field-crystal model of phase and microstructural stability in driven nanocrystalline systems","year":2012,"lang":"en","type":"article","venue":"Physical Review E","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University; Brockhouse Institute for Materials Research","funders":"","keywords":"Mesoscopic physics; Nanocrystalline material; Materials science; Phase field models; Phase (matter); Formalism (music); Crystal (programming language); Field (mathematics); Condensed matter physics; Statistical physics; Nanotechnology; Physics; Computer science","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":[0.0003531477,0.0001459934,0.0004743621,0.00002348335,0.00003089345,0.00001708761,0.0001482654,0.00002490947,0.00007247428],"category_scores_gemma":[0.0001118482,0.0001148488,0.0000651782,0.0001415285,0.00009520086,0.0002584333,0.00006819626,0.00008648227,0.000009213816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003274622,"about_ca_system_score_gemma":0.00002773242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001830708,"about_ca_topic_score_gemma":0.000001314926,"domain_scores_codex":[0.9987499,0.0001215856,0.0004312542,0.0002212585,0.000198085,0.0002779879],"domain_scores_gemma":[0.9992558,0.00009891293,0.0001660438,0.0002720711,0.000060011,0.0001471397],"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":[0.00003409703,0.0007363062,0.00009793721,0.001285002,0.000002821913,1.555867e-7,0.000380206,0.000009932249,0.993758,0.002788629,0.00004193555,0.0008649871],"study_design_scores_gemma":[0.01318324,0.001475166,0.0004674598,0.003691964,0.0003012097,0.00002674642,0.0007212239,0.1171973,0.8509608,0.00567726,0.004706589,0.001591007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906791,0.007777477,0.0005350466,0.0000937131,0.00007461681,0.000471007,0.0001006024,0.00002143899,0.0002470424],"genre_scores_gemma":[0.9988431,0.0006780039,0.000193361,0.0001275198,0.0000806743,0.0000445616,0.0000139515,0.00001006783,0.000008697471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1427972,"threshold_uncertainty_score":0.4683399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04829922858966705,"score_gpt":0.3422731517374095,"score_spread":0.2939739231477425,"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."}}