{"id":"W2049511237","doi":"10.1016/j.scico.2012.11.002","title":"Stratified sampling of execution traces: Execution phases serving as strata","year":2012,"lang":"en","type":"article","venue":"Science of Computer Programming","topic":"Software Engineering Research","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Concordia University","funders":"","keywords":"Computer science; Sampling (signal processing); Stratified sampling; Parallel computing; Telecommunications; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.02687073,0.0007248078,0.001809418,0.001797788,0.001361738,0.002635545,0.002194093,0.001533504,0.003783671],"category_scores_gemma":[0.102019,0.0007480875,0.001589424,0.002049885,0.001620142,0.001142926,0.002180364,0.001439361,0.001056192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019111,"about_ca_system_score_gemma":0.002629914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004356659,"about_ca_topic_score_gemma":0.004561136,"domain_scores_codex":[0.9775286,0.01330293,0.001579536,0.003522259,0.002658274,0.00140836],"domain_scores_gemma":[0.9287406,0.03373099,0.002994473,0.02725672,0.005427138,0.001850052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01359066,0.002056376,0.5583236,0.0008487868,0.002494833,0.000630351,0.007455528,0.02369402,0.03048616,0.08049674,0.01702056,0.2629024],"study_design_scores_gemma":[0.002663505,0.004533978,0.279074,0.0003930205,0.005550158,0.001334987,0.004722344,0.3987767,0.0511975,0.2007096,0.05068657,0.0003576028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.436699,0.0007814898,0.5481957,0.0006563655,0.0004298104,0.00357054,0.00405916,0.001422507,0.004185344],"genre_scores_gemma":[0.9177194,0.0001845261,0.07281773,0.0006044356,0.0001786834,0.001836632,0.003585446,0.0001534373,0.002919825],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02687073,"threshold_uncertainty_score":0.1421077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349503827909484,"score_gpt":0.3280507423000704,"score_spread":0.2845557040209756,"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."}}