{"id":"W7130346033","doi":"10.69894/20200115","title":"2019 Emerson User Exchange, Americas","year":2020,"lang":"en","type":"article","venue":"Oil IT Journal.","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workstation; Analytics; User interface; Data analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000368818,0.0001261737,0.0001977344,0.00005126413,0.0001773093,0.0001954759,0.0007828238,0.00005517436,0.0003068078],"category_scores_gemma":[0.00006902638,0.00009457231,0.0001203389,0.0004239271,0.0000300246,0.0006397228,0.0001496614,0.0003035996,0.001025304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003899008,"about_ca_system_score_gemma":0.00007670273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001614443,"about_ca_topic_score_gemma":0.000001151299,"domain_scores_codex":[0.9987394,0.00008255876,0.0002735612,0.0002530669,0.0003600353,0.0002913803],"domain_scores_gemma":[0.9990692,0.00004423697,0.0001658892,0.00032591,0.0001220562,0.0002727761],"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":[0.00001353834,0.0000485124,0.004194418,0.00009442622,0.00004218978,0.00009260573,0.004516798,0.00009142543,0.0002894721,0.00008570111,0.6217127,0.3688182],"study_design_scores_gemma":[0.000502645,0.0002226694,0.002496912,0.00006619528,0.00001106388,0.0002334478,0.0001876249,0.003954907,0.000392206,0.00006256117,0.9915875,0.0002823068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1077582,0.008331661,0.554309,0.2460576,0.0105966,0.0002750212,0.000009775867,0.001115092,0.07154706],"genre_scores_gemma":[0.8462921,0.008811809,0.06307852,0.04957874,0.00605092,0.00003047685,0.000005044499,0.00009715187,0.02605518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.738534,"threshold_uncertainty_score":0.9997525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02640292761818735,"score_gpt":0.2650886436950145,"score_spread":0.2386857160768271,"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."}}