{"id":"W4233720351","doi":"10.1145/3055589.3055590","title":"Editor's introduction","year":2017,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scope (computer science); Computer science; Base (topology); Media studies; Public relations; Sociology; World Wide Web; Library science; Political science; Mathematics; 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":[0.0004156244,0.0001284547,0.000277828,0.00008387738,0.0004263249,0.00022484,0.000787311,0.00009633528,0.001261148],"category_scores_gemma":[0.0004475783,0.0001513528,0.00008109002,0.00001905463,0.00009290018,0.0004940775,0.0003007148,0.0001052807,0.001397602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005558939,"about_ca_system_score_gemma":0.000006086906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002518064,"about_ca_topic_score_gemma":0.0000780468,"domain_scores_codex":[0.9990448,0.000005636582,0.0002756044,0.0003928639,0.00001652075,0.0002645836],"domain_scores_gemma":[0.9979249,0.00003471653,0.0003797259,0.00157186,0.00001996226,0.0000688863],"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":[0.00001960402,0.00005074814,0.0147672,0.0000240257,0.00006368444,0.0000020643,0.0006009129,0.00001580366,0.00004962187,0.7048826,0.2716056,0.007918162],"study_design_scores_gemma":[0.0002432106,0.00003609931,0.008031363,0.000003321523,0.000002897439,0.000001902667,0.00005854476,0.00008118009,0.0002245182,0.2368183,0.7543053,0.0001934112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5543783,0.006869276,0.003816073,0.1340763,0.1172091,0.0007738458,0.0004780356,0.0003912866,0.1820079],"genre_scores_gemma":[0.9595469,0.0005713835,0.0008543608,0.0002276396,0.02923339,0.00003436062,0.00001631867,0.00003217348,0.009483476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4826998,"threshold_uncertainty_score":0.9996518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265180504652455,"score_gpt":0.2434243843938705,"score_spread":0.2007725793473459,"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."}}