{"id":"W2136715810","doi":"10.1109/icpc.2011.17","title":"The Concept of Stratified Sampling of Execution Traces","year":2011,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Concordia University","funders":"","keywords":"TRACE (psycholinguistics); Stratified sampling; Sampling (signal processing); Computer science; Simple random sample; Systematic sampling; Statistics; Mathematics; Computer vision","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":[0.01420644,0.0009913585,0.001565746,0.002413918,0.0008347254,0.001943036,0.002552664,0.001217176,0.001624222],"category_scores_gemma":[0.04937003,0.0008261915,0.001379099,0.002256584,0.002306561,0.003830625,0.00242039,0.001618569,0.0004670206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351443,"about_ca_system_score_gemma":0.002257035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107089,"about_ca_topic_score_gemma":0.001633962,"domain_scores_codex":[0.9865199,0.006845842,0.0007448354,0.002320788,0.00308659,0.0004818992],"domain_scores_gemma":[0.9557151,0.02727246,0.003118243,0.008756461,0.004270188,0.0008675065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001188358,0.0003644898,0.02596378,0.0008697502,0.0007833547,0.000751571,0.001967667,0.197714,0.02560829,0.4519691,0.006725295,0.2860946],"study_design_scores_gemma":[0.0001403939,0.000703005,0.004942363,0.0001745737,0.0002483406,0.000687663,0.0002936632,0.6339386,0.01351644,0.3243312,0.02088339,0.0001404662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006937211,0.0001451696,0.991679,0.0001031316,0.00003768118,0.0001846528,0.0001452668,0.000273342,0.0004944101],"genre_scores_gemma":[0.3528885,0.0006983558,0.6401954,0.0004793773,0.0003506531,0.001807312,0.001411254,0.000224712,0.001944529],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01420644,"threshold_uncertainty_score":0.07513171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794898641898412,"score_gpt":0.2601362381823503,"score_spread":0.2121872517633661,"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."}}