{"id":"W105605829","doi":"","title":"METHODS FOR CORRELATED ELECTRON SYSTEMS","year":2006,"lang":"en","type":"article","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Oak Ridge National Laboratory; Natural Sciences and Engineering Research Council of Canada; University of Cincinnati; Division of Materials Research; U.S. Department of Energy; National Science Foundation","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0000911469,0.0001425116,0.0001474746,0.00006624579,0.0001158545,0.0001841236,0.00009517922,0.0001136899,0.00001543373],"category_scores_gemma":[0.000004158263,0.0001396491,0.00004303152,0.0001893893,0.00001509286,0.002368733,0.00002353255,0.0001269491,0.00001792239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008540289,"about_ca_system_score_gemma":0.000009325428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.545269e-8,"about_ca_topic_score_gemma":1.173418e-7,"domain_scores_codex":[0.9991874,0.00002149722,0.0003741361,0.00008151674,0.00004485389,0.000290672],"domain_scores_gemma":[0.9995623,0.0001672393,0.00006656404,0.0001225575,0.00001503117,0.00006633362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001048193,0.00001055711,0.00004260757,0.00006707,0.00001932635,9.742435e-8,0.00001474443,0.1234655,0.00002917159,0.8200603,0.0516123,0.004667842],"study_design_scores_gemma":[0.000264755,0.00001345076,0.000267502,0.00002858425,0.000008392621,0.000004612942,9.344311e-7,0.3880634,0.0004321015,0.0009997119,0.609805,0.000111537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004140839,0.001173594,0.2579515,0.0003084712,0.001038276,0.000918579,0.000181644,0.0007959075,0.7334912],"genre_scores_gemma":[0.9452788,0.002629522,0.04242313,0.0009215277,0.0012571,0.0005476944,0.005927003,0.00007575902,0.0009394218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.941138,"threshold_uncertainty_score":0.5694725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005707010641382917,"score_gpt":0.2107572389161613,"score_spread":0.2050502282747784,"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."}}