{"id":"W4293248052","doi":"10.1145/3538401.3546599","title":"EarlyBird","year":2022,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Computer science; Process (computing); Code (set theory); Distributed computing; Operating system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009088208,0.0007447359,0.0004185718,0.001753479,0.002545721,0.003324745,0.001040246,0.001730696,0.3245628],"category_scores_gemma":[0.002143448,0.0003487075,0.0004066498,0.0009983482,0.0008786441,0.002676925,0.003003286,0.002086703,0.1356904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001953814,"about_ca_system_score_gemma":0.001895636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005433583,"about_ca_topic_score_gemma":0.0119245,"domain_scores_codex":[0.9992995,0.00009019621,0.00002339417,0.0002308893,0.0002552874,0.0001007091],"domain_scores_gemma":[0.9984649,0.0002144182,0.00006314931,0.0001922766,0.000614023,0.0004510787],"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":[0.0003443656,0.0001172648,0.00233544,0.0002293414,0.00001638331,0.0004495546,0.0004921964,0.0005745032,0.002003758,0.05498834,0.551585,0.3868639],"study_design_scores_gemma":[0.000006559301,0.00002170615,0.0005098613,0.0000478628,0.000003054699,0.0001308104,0.00007940771,0.0001688658,0.0005332194,0.002726429,0.9957644,0.000007862699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007273553,0.01017897,0.01476641,0.02154468,0.01078181,0.0001339542,0.00255802,0.002770358,0.9299922],"genre_scores_gemma":[0.02490187,0.0040027,0.005319673,0.002645549,0.0007416653,0.00004993868,0.001224225,0.0006848726,0.9604295],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6754372,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006110371126686409,"score_gpt":0.1953954262254966,"score_spread":0.1892850550988102,"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."}}