{"id":"W2059769743","doi":"10.1103/physreve.83.031601","title":"Phase-field-crystal methodology for modeling of structural transformations","year":2011,"lang":"en","type":"article","venue":"Physical Review E","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cubic crystal system; Phase diagram; Phase (matter); Crystal (programming language); Materials science; Anisotropy; Symmetry (geometry); Field (mathematics); Condensed matter physics; Physics; Statistical physics; Geometry; Quantum mechanics; Mathematics; Computer science","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":[0.0002644239,0.00007992158,0.0002876534,0.00001772904,0.00004524154,0.000004135771,0.0001622434,0.00001594198,0.0002586176],"category_scores_gemma":[0.0001418894,0.00006180738,0.0001268107,0.00008487042,0.00003156444,0.000130769,0.00001285535,0.00004083601,0.00001457804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006849421,"about_ca_system_score_gemma":0.00001983578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009269834,"about_ca_topic_score_gemma":6.562503e-7,"domain_scores_codex":[0.9992652,0.0000824047,0.0002920173,0.0001286208,0.00009134573,0.0001404381],"domain_scores_gemma":[0.9994713,0.0001414291,0.00008963002,0.000160118,0.00008629035,0.00005123053],"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":[0.00008114339,0.0002474386,0.000001633859,0.001733503,0.00001427462,1.049029e-7,0.00235922,0.00002407871,0.8233724,0.1587363,0.0001151296,0.01331483],"study_design_scores_gemma":[0.002243486,0.001203657,0.0000185308,0.000624418,0.0003397019,0.000007324151,0.0003499019,0.08325464,0.5843343,0.3249838,0.00212888,0.0005113285],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5427462,0.00369997,0.4461,0.0002935989,0.000176317,0.0009171464,0.00007481576,0.00006558248,0.005926354],"genre_scores_gemma":[0.9884627,0.0002228736,0.01086075,0.0002953268,0.00005123106,0.00008579864,0.0000085049,0.000006816706,0.000006042567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4457164,"threshold_uncertainty_score":0.2831682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2067920578117053,"score_gpt":0.4091635548183704,"score_spread":0.2023714970066651,"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."}}