{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003607021,0.0001426571,0.0002361953,0.0002203283,0.0004546071,0.00002970251,0.0005947,0.0001732832,0.001405172],"category_scores_gemma":[0.0001123451,0.0001831315,0.000156159,0.000624192,0.0002586863,0.0002819413,0.00004907825,0.0002295528,0.00125319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009752056,"about_ca_system_score_gemma":0.000288406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005293876,"about_ca_topic_score_gemma":0.002231535,"domain_scores_codex":[0.9988527,0.0001041491,0.0001264494,0.0002669263,0.0002831632,0.0003665802],"domain_scores_gemma":[0.999068,0.00007162183,0.00008653438,0.0002790676,0.0002041134,0.0002906693],"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":[0.0001108188,0.001513529,0.001490918,0.00006273582,0.0001214247,0.00003295453,0.1169467,0.0001519286,0.001141638,0.4105185,0.3110417,0.1568672],"study_design_scores_gemma":[0.0005536112,0.00007492678,0.02914723,0.00003885652,0.00004222947,0.000001159415,0.006950618,0.000182277,0.00002526234,0.002303892,0.9604021,0.0002778065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1390315,0.0003774882,0.0009225793,0.008133021,0.0007871095,0.0001923445,0.00001605634,0.0002976619,0.8502423],"genre_scores_gemma":[0.9574455,0.0002510737,0.001613596,0.00009393849,0.0002311846,1.507337e-7,0.000008622336,0.000008589745,0.04034734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.818414,"threshold_uncertainty_score":0.9995245,"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."}}