{"id":"W1632382869","doi":"","title":"Monte Carlo simulations of inter- and intra-grain spin structure of Ising and Heisenberg models","year":2010,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Memorial University of Newfoundland","keywords":"Superparamagnetism; Condensed matter physics; Grain size; Coercivity; Heat-assisted magnetic recording; Monte Carlo method; Ising model; Anisotropy; Materials science; Thermal fluctuations; Statistical physics; Micromagnetics; Spin (aerodynamics); Physics; Magnetic field; Magnetization; Mathematics; Statistics; Quantum mechanics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001436654,0.0002740453,0.0005247876,0.0005547139,0.0004868229,0.00005889126,0.0004393322,0.0003061192,0.00003768022],"category_scores_gemma":[0.00002580076,0.0003212335,0.000164511,0.0005570914,0.000593067,0.0004130152,0.0002762446,0.00093804,4.658736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009243364,"about_ca_system_score_gemma":0.0004461851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977409,"about_ca_topic_score_gemma":0.0002291278,"domain_scores_codex":[0.998081,0.0003486745,0.0002682153,0.0005088525,0.0004926428,0.000300666],"domain_scores_gemma":[0.9980029,0.0003557256,0.0002875412,0.0002934336,0.0008456059,0.0002147337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.008398093,0.0005970324,0.001421563,0.0007630973,0.001324626,0.0001457906,0.007563415,0.00945831,0.1796381,0.782183,0.0005061043,0.008000832],"study_design_scores_gemma":[0.02734815,0.003171171,0.003368502,0.0026087,0.003463802,0.00002039141,0.08229138,0.07044422,0.2636631,0.5259439,0.0126122,0.005064421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872091,0.00001844215,0.0004921083,0.0000192375,0.001621279,0.0003712706,0.000372628,0.00001736669,0.009878523],"genre_scores_gemma":[0.9941084,0.000007556263,0.0002333614,6.643566e-7,0.00126179,7.686452e-8,0.000140361,0.00002198248,0.004225819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2562391,"threshold_uncertainty_score":0.9999239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165283572649876,"score_gpt":0.2510593416878617,"score_spread":0.239406505961363,"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."}}