{"id":"W6958145028","doi":"10.6082/m1cv4fvz","title":"SSA Magazine, Fall 2009","year":2009,"lang":"en","type":"article","venue":"Knowledge@UChicago (University of Chicago)","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Illinois State University; University of Miami; University of Chicago; Temple University; John D. and Catherine T. MacArthur Foundation; McGill University; McCormick Foundation","keywords":"USable; Government (linguistics); Work (physics); Information technology; Information system; Best practice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007818532,0.0008459626,0.0003843985,0.002066999,0.002317741,0.006584533,0.0007345449,0.002988586,0.3983662],"category_scores_gemma":[0.003509114,0.0004347975,0.0003503172,0.001713218,0.000617033,0.003454057,0.001820778,0.002705798,0.2785112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001972402,"about_ca_system_score_gemma":0.002256328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024943,"about_ca_topic_score_gemma":0.036854,"domain_scores_codex":[0.9990663,0.00009334335,0.00005451195,0.000129814,0.0005535951,0.0001024217],"domain_scores_gemma":[0.9985709,0.0002381009,0.000068844,0.0001014394,0.0007909532,0.0002298589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000755579,0.00001305022,0.0001108863,0.00004630518,0.000001139598,0.00004104082,0.00006058226,0.00001076553,0.00007339261,0.002403246,0.9649044,0.03232752],"study_design_scores_gemma":[0.000001033592,0.000003269149,0.000248374,0.00005598084,7.024376e-7,0.00003797978,0.00007074003,0.000006395594,0.00001305048,0.0002332439,0.9993275,0.000001670485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007521352,0.01350283,0.0005026862,0.03572959,0.01382357,0.00006822721,0.002406517,0.0006331068,0.9325814],"genre_scores_gemma":[0.002164502,0.005810122,0.0003063872,0.00941457,0.001845719,0.00003014181,0.001206007,0.0001071423,0.9791156],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6016338,"threshold_uncertainty_score":0.8581576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531450139184473,"score_gpt":0.251185453135626,"score_spread":0.2358709517437813,"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."}}