{"id":"W3111145856","doi":"10.1145/3444831.3444841","title":"Advice from SIGMOD/PODS 2020","year":2020,"lang":"en","type":"article","venue":"ACM SIGMOD Record","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Notice; Computer science; Advice (programming); Component (thermodynamics); World Wide Web; Political science; Programming language","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":[0.0001774407,0.000121791,0.000175316,0.00002687709,0.0003581965,0.0001435011,0.0007104331,0.00008089108,0.005710443],"category_scores_gemma":[0.0005039172,0.0001226265,0.00009753609,0.0003948344,0.00009311691,0.0002180655,0.0002749815,0.0001488028,0.0007894631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004629073,"about_ca_system_score_gemma":0.0001021482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410978,"about_ca_topic_score_gemma":0.008421801,"domain_scores_codex":[0.9986671,0.0001224507,0.0002045236,0.000380237,0.0003187809,0.0003068835],"domain_scores_gemma":[0.999083,0.000209446,0.00007817905,0.0003297266,0.00006376854,0.0002358489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008385578,0.0001248204,0.01159755,0.00002399687,0.0001247311,0.0000507925,0.02387894,0.00002242993,0.0003293869,0.02580635,0.35645,0.5815071],"study_design_scores_gemma":[0.0002375459,0.00008056794,0.001614492,0.00001642836,0.00003386882,6.385851e-8,0.005668127,0.000846641,0.00002660419,0.01226526,0.9789848,0.0002255504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3429245,0.0005091628,0.003934124,0.2130836,0.002152636,0.0008741147,0.00007873692,0.001037025,0.4354061],"genre_scores_gemma":[0.9885836,0.0004308353,0.003320603,0.003441238,0.001562283,0.0000273863,0.00002891977,0.00001463756,0.002590443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6456591,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04673422380066231,"score_gpt":0.3025489882476701,"score_spread":0.2558147644470078,"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."}}