{"id":"W2006907326","doi":"10.1017/s1431927606069248","title":"Reversal Behavior of Patterned Ferromagnetic Elements","year":2006,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology","funders":"","keywords":"Ferromagnetism; Materials science; Condensed matter physics; Physics","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":[0.00003950636,0.0001218164,0.0002171204,0.0001104133,0.00002678735,0.00002089874,0.00007076255,0.00005144937,0.0001352957],"category_scores_gemma":[0.000001932261,0.0001295021,0.00004438062,0.0001259583,0.00003883646,0.00008106371,0.00002458003,0.00003582969,0.000003530713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001511162,"about_ca_system_score_gemma":0.000002804505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005449247,"about_ca_topic_score_gemma":0.00001024821,"domain_scores_codex":[0.9993422,0.00001209143,0.0003216938,0.0001343548,0.00005393504,0.0001357491],"domain_scores_gemma":[0.9997399,0.000006065372,0.00006458228,0.0001471066,0.00002017243,0.00002216668],"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":[0.000003737971,0.00002124946,0.006551448,0.00004771314,0.00001860126,0.00000179727,0.00002106937,0.00002675843,0.9925106,0.000006994766,0.0001186305,0.0006714723],"study_design_scores_gemma":[0.0001597135,0.00001692417,0.01052478,0.00001500569,0.0001229081,0.000002578215,0.000008535114,0.00008805095,0.9884322,0.00003287997,0.0004732424,0.0001232387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984659,0.0002681499,0.01461137,0.000005871034,0.00004883007,0.0001054616,0.00007865101,0.0001270953,0.00009559386],"genre_scores_gemma":[0.9861495,0.0001285753,0.01338691,0.00001576568,0.00002024426,0.00002074885,0.0001047824,0.00002229091,0.000151111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004078383,"threshold_uncertainty_score":0.5280942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004844274960529643,"score_gpt":0.230783203215742,"score_spread":0.2259389282552124,"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."}}