{"id":"W3132742729","doi":"10.3899/jrheum.201678","title":"GRAPPA 2020 Update From the Education Committee","year":2021,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Diversity (politics); Library science; Political science; Medical education; Engineering ethics; Medicine; Computer science; Engineering; Virology; Disease; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.0007381,0.00004116094,0.0001127774,0.00001584843,0.000409917,0.00005024499,0.0003692913,0.00002823643,0.0009786312],"category_scores_gemma":[0.0001762417,0.00002300203,0.00005685916,0.000162622,0.000175664,0.00006941361,0.00005760595,0.0001514909,0.00004988303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000207391,"about_ca_system_score_gemma":0.0004284006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004758111,"about_ca_topic_score_gemma":0.01202672,"domain_scores_codex":[0.9988998,0.0005775069,0.000208397,0.00004348064,0.0001627323,0.0001081178],"domain_scores_gemma":[0.9990023,0.0004276164,0.0002063209,0.0001483813,0.0001809936,0.00003438413],"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":[0.00003102844,0.0001283633,0.06174256,0.000004625237,0.0001606338,0.00000571534,0.02115155,0.00001600897,0.00002180641,0.3075704,0.5550289,0.05413842],"study_design_scores_gemma":[0.0001807074,0.0000190746,0.009382862,0.00005968705,0.00008222908,0.0001246644,0.06485453,0.00001445147,0.00001275639,0.09336001,0.8318459,0.00006315616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7621117,0.002287962,0.0006541144,0.223805,0.001635069,0.00006059003,0.000002456517,0.000006429957,0.009436633],"genre_scores_gemma":[0.9910499,0.007228469,0.0001473153,0.00115304,0.00005673958,0.000001101477,0.000002385385,0.000002367633,0.0003586794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.276817,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666980795844359,"score_gpt":0.2863687451788963,"score_spread":0.2696989372204527,"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."}}