{"id":"W1979546093","doi":"10.1103/physreve.70.051605","title":"Modeling elastic and plastic deformations in nonequilibrium processing using phase field crystals","year":2004,"lang":"en","type":"article","venue":"Physical Review E","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":828,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Non-equilibrium thermodynamics; Materials science; Phase (matter); Field (mathematics); Phase transition; Mechanics; Statistical physics; Condensed matter physics; Physics; Thermodynamics; Mathematics","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":[0.0001324989,0.0001057868,0.0002296207,0.00003724429,0.00007387898,0.00005277163,0.00008920545,0.00001562839,0.00002422205],"category_scores_gemma":[0.0002409117,0.00008910523,0.00003088488,0.0002136207,0.00003033177,0.0003796819,0.00004234507,0.00008001747,0.00002896517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004586905,"about_ca_system_score_gemma":0.0000616666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001529415,"about_ca_topic_score_gemma":0.000002139011,"domain_scores_codex":[0.9991691,0.00002826481,0.000281879,0.0001846904,0.0001431244,0.0001929213],"domain_scores_gemma":[0.9996338,0.00006974483,0.00006366042,0.0001135161,0.00003806404,0.00008119007],"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":[0.00003021676,0.0005930812,0.00001594175,0.00398339,0.000003960086,0.000004797408,0.001250432,0.08505063,0.9012617,0.004116849,0.000006308035,0.00368271],"study_design_scores_gemma":[0.001286754,0.0001230051,0.00001994308,0.004915912,0.00007515564,0.00001818461,0.0001253357,0.9741525,0.007761057,0.01108431,0.00007284614,0.0003649942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300972,0.003242523,0.06600024,0.0001767287,0.00003649239,0.0002082047,0.000003659041,0.00003471144,0.0002001941],"genre_scores_gemma":[0.9987986,0.0002657456,0.0005800587,0.000258736,0.00005699979,0.00002686613,0.000002722157,0.000008880136,0.000001365964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8935006,"threshold_uncertainty_score":0.3633606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429162600690092,"score_gpt":0.3446575176171007,"score_spread":0.3017412575480914,"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."}}