{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003170402,0.0000384977,0.00008031542,0.00001311016,0.00005303915,0.000008534535,0.0003511985,0.00002736102,0.00001103857],"category_scores_gemma":[0.0000216741,0.00002053895,0.00003627317,0.0001045666,0.00009269685,0.0001620457,0.0000350083,0.00002983118,0.000002278517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004158695,"about_ca_system_score_gemma":0.00003281095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278056,"about_ca_topic_score_gemma":0.00001175746,"domain_scores_codex":[0.999468,0.00002550061,0.0002260813,0.00008909627,0.0001148411,0.00007642882],"domain_scores_gemma":[0.9993919,0.00009611021,0.0001018061,0.0003108955,0.00008468352,0.00001463311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005408402,0.0002812315,0.03530297,0.000164258,0.00007754289,6.195697e-7,0.03210649,0.0002096302,0.01006616,0.6932797,0.0005138122,0.2279435],"study_design_scores_gemma":[0.0004727377,0.0004437523,0.1550915,0.00007815669,0.00001113284,0.000006070892,0.002274209,0.009145128,0.8160825,0.01553308,0.0006410922,0.0002206306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6161818,0.0001687076,0.3777877,0.00004191343,0.0003008741,0.0001231436,6.665506e-7,0.00004844441,0.005346718],"genre_scores_gemma":[0.9899638,0.000008073142,0.009952795,0.000005735372,0.000008396378,0.000002492134,1.347206e-7,9.665699e-7,0.00005759232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8060163,"threshold_uncertainty_score":0.08375541,"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."}}