{"id":"W4391579858","doi":"10.1088/1361-651x/ad269e","title":"OpenPFC: an open-source framework for high performance 3D phase field crystal simulations","year":2024,"lang":"en","type":"article","venue":"Modelling and Simulation in Materials Science and Engineering","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; EUROfusion","keywords":"Materials science; Phase (matter); Field (mathematics); Crystal (programming language); Engineering physics; Computer science; Physics; Quantum mechanics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009150142,0.0001232733,0.0001538862,0.0001743729,0.000279056,0.001215436,0.0002115629,0.00005905444,0.000059948],"category_scores_gemma":[0.00009162435,0.0001172187,0.000005643548,0.0002748792,0.00005911298,0.001343861,0.00008385411,0.00005966777,0.000002468191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003304656,"about_ca_system_score_gemma":0.00004242285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003495967,"about_ca_topic_score_gemma":5.355964e-7,"domain_scores_codex":[0.9988854,0.00001468879,0.0002798616,0.0003962954,0.0001714725,0.0002522974],"domain_scores_gemma":[0.9994185,0.0002355761,0.00003365932,0.0001529503,0.00007060303,0.00008870773],"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":[0.00002259653,0.00001334285,0.000005841551,0.00007510625,5.630623e-7,2.051309e-7,0.0006036834,0.7092766,0.2854495,0.003861865,5.014054e-7,0.000690293],"study_design_scores_gemma":[0.0002642967,0.0001051537,0.00003235297,0.0001231267,0.000005182551,0.000001164818,0.00005465794,0.9555458,0.04177605,0.001746709,0.0001870603,0.000158401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5864047,0.00003999372,0.4130326,0.00003637407,0.0002174044,0.0001862883,0.00001446119,0.00005964238,0.000008513864],"genre_scores_gemma":[0.9779549,0.00001788853,0.02178641,0.00005293469,0.0001024962,0.00003774072,0.000009576959,0.00001747039,0.00002057736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3915502,"threshold_uncertainty_score":0.9998214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876654763891258,"score_gpt":0.3113004176994268,"score_spread":0.2725338700605142,"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."}}