{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002405288,0.00002977346,0.00004062262,0.00002559947,0.0001856332,0.00002390087,0.0004910926,0.000006337282,0.0002930923],"category_scores_gemma":[0.000004815026,0.00002361303,0.00002640136,0.0002142065,0.00000670946,0.0001484827,0.000389953,0.00006214346,0.0001356781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000279483,"about_ca_system_score_gemma":0.00002870003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003173289,"about_ca_topic_score_gemma":6.504066e-7,"domain_scores_codex":[0.9994977,0.00002963814,0.00007054951,0.0001334891,0.0001733946,0.00009530591],"domain_scores_gemma":[0.9995915,0.00001832387,0.00001390999,0.0003405072,0.00001205858,0.0000236953],"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":[0.00001238883,0.0003886081,0.2001658,0.00004710859,0.00003243986,0.00004287465,0.004674962,0.002146841,0.0005405092,0.3992492,0.1152946,0.2774047],"study_design_scores_gemma":[0.0006978363,0.0004912366,0.0697659,0.000002941993,0.000002679027,0.000169308,0.0003497594,0.06579442,0.001353708,0.01440061,0.8464471,0.0005244893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3385143,0.0001403269,0.5839149,0.003826364,0.002744144,0.0002636775,0.000001257421,0.001611966,0.0689831],"genre_scores_gemma":[0.9917697,5.736854e-7,0.005723024,0.0004721795,0.00001771781,0.00002687676,2.070076e-7,0.000001629786,0.001988046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7311525,"threshold_uncertainty_score":0.3209155,"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."}}