{"id":"W2085465924","doi":"10.1140/epjb/e2004-00253-3","title":"Interpreting remanence isotherms: a Preisach-based study","year":2004,"lang":"en","type":"article","venue":"The European Physical Journal B","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dissipation; Sigma; Physics; Condensed matter physics; Saturation (graph theory); Remanence; Mean field theory; Field (mathematics); Isothermal process; Materials science; Magnetization; Thermodynamics; Magnetic field; Mathematics; Quantum mechanics","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":[0.0007829245,0.0001090417,0.0001110499,0.00001486082,0.0003646058,0.0001972937,0.0007014798,0.000005651086,0.00007358432],"category_scores_gemma":[0.00005973288,0.00005888778,0.00006628822,0.00009212699,0.0001106072,0.00007679078,0.0001199523,0.0002321464,0.0006945208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002957647,"about_ca_system_score_gemma":0.00003086059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432818,"about_ca_topic_score_gemma":0.000001392316,"domain_scores_codex":[0.9987752,0.000399605,0.0002065502,0.0001670401,0.0002443197,0.0002072716],"domain_scores_gemma":[0.9993511,0.00005860462,0.0001235228,0.0003403635,0.00004486761,0.00008155526],"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":[0.00007236472,0.001266025,0.00004852912,0.000009313702,0.00001385817,0.00006524463,0.007856864,0.006419862,0.956865,0.001077463,0.0005755315,0.02572994],"study_design_scores_gemma":[0.02478748,0.01911986,0.05181995,0.003360583,0.001240239,0.001644644,0.0324023,0.0137686,0.5542662,0.246109,0.04519017,0.006291023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968222,0.00003112226,0.002944954,0.001727573,0.0000860596,0.0002068728,0.000001582856,0.00006086192,0.02671901],"genre_scores_gemma":[0.9984684,0.000001161875,0.0003531563,0.0003772683,0.0006328411,0.000006082455,1.464734e-7,0.00002169058,0.0001392434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4025988,"threshold_uncertainty_score":0.8926891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516073730934009,"score_gpt":0.2527290649514017,"score_spread":0.2375683276420616,"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."}}