{"id":"W4403613807","doi":"10.1080/23746149.2024.2409070","title":"Simulating micromagnetism","year":2024,"lang":"en","type":"article","venue":"Advances in Physics X","topic":"Magnetic properties of thin films","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Micromagnetics; Computer science; Physics","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":[0.00005920638,0.0001219831,0.000118754,0.00002672796,0.00003502339,0.00006511454,0.0001660325,0.00001542869,0.0004018671],"category_scores_gemma":[0.000003509024,0.0001131272,0.00005712495,0.0001797698,0.00004843943,0.0004721247,0.0000768138,0.0001768592,0.000174855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465347,"about_ca_system_score_gemma":0.00002102163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004200913,"about_ca_topic_score_gemma":0.00000172194,"domain_scores_codex":[0.9992617,0.00001609213,0.0001620237,0.0002380712,0.0001026492,0.000219492],"domain_scores_gemma":[0.9996747,0.00007565271,0.00002337418,0.0001845462,0.00001268556,0.00002901798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003757775,0.00004582606,0.002560229,0.0000650414,0.00001142171,0.000006236489,0.0003400676,0.004664043,0.003119078,0.1117261,0.000353681,0.8771045],"study_design_scores_gemma":[0.0004799331,0.0001030635,0.0002475105,0.0004256808,0.00002277373,0.000001073526,0.000235087,0.08813892,0.0148522,0.5915917,0.3032736,0.0006285607],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1737559,0.03173595,0.02747291,0.0004605034,0.003496648,0.0005459771,0.0000543176,0.0003782229,0.7620995],"genre_scores_gemma":[0.9946644,0.00002267559,0.003153566,0.00003870205,0.0006537128,0.00002087258,0.00001001148,0.00002254706,0.001413556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8764759,"threshold_uncertainty_score":0.4613192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006763505431627049,"score_gpt":0.2608838776873839,"score_spread":0.2541203722557568,"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."}}