{"id":"W4285325594","doi":"10.1109/hpcc-dss-smartcity-dependsys53884.2021.00025","title":"Message from the DIKW 2021 General Chairs","year":2021,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Zayed University; Southern Methodist University; Nihon University","keywords":"Computer science; Telecommunications; Library science; Computer security; Operations research; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001743378,0.00006939443,0.0001264457,0.00001882428,0.0001417985,0.0004912391,0.0008201146,0.00002545135,0.03410701],"category_scores_gemma":[0.001031732,0.00003585264,0.00008166247,0.0003439334,0.0000527351,0.0001640459,0.0006857667,0.00006843932,0.002315904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008427167,"about_ca_system_score_gemma":0.00003258459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006030893,"about_ca_topic_score_gemma":0.001939547,"domain_scores_codex":[0.9979789,0.0003101948,0.0002891533,0.0003722137,0.0008998638,0.000149668],"domain_scores_gemma":[0.9978365,0.0008966458,0.00005362647,0.001074324,0.00008658342,0.00005234029],"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":[0.000002863143,0.00003448193,0.0005436541,3.372124e-7,0.00001988697,0.00002970614,0.0003047591,0.00002023662,0.0001880972,0.1132282,0.8110821,0.07454569],"study_design_scores_gemma":[0.0001195633,0.000004296862,0.008635678,0.000002195475,0.000007415761,5.498927e-7,0.003637092,0.0003770386,0.0009859778,0.05084768,0.9353123,0.00007015914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1094891,0.0008682507,0.05965774,0.1164908,0.002147863,0.000215789,0.0004495484,0.00006245747,0.7106185],"genre_scores_gemma":[0.4130546,0.0001924836,0.00526933,0.02951963,0.0007627628,0.00001689248,0.0001747937,0.00001140075,0.550998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3035655,"threshold_uncertainty_score":0.9984609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835995735173019,"score_gpt":0.4085264818388684,"score_spread":0.2249269083215665,"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."}}