{"id":"W2798490332","doi":"10.1145/3184558.3186240","title":"Uniform Random Sampling Not Recommended","year":2018,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Random graph; Statistics; Sampling (signal processing); Estimator; Degree (music); Degree distribution; Variance (accounting); Mathematics; Graph; Computer science; Algorithm; Discrete mathematics; Combinatorics; Complex network","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01446886,0.0007495718,0.001543289,0.001045889,0.001180332,0.002614363,0.002246294,0.002175381,0.01603454],"category_scores_gemma":[0.1357666,0.0007968632,0.0007525022,0.002052057,0.002247153,0.005591744,0.001835629,0.002828998,0.005236201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156244,"about_ca_system_score_gemma":0.001933717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003454558,"about_ca_topic_score_gemma":0.004120748,"domain_scores_codex":[0.9808306,0.01024489,0.0008439339,0.003839972,0.003499521,0.0007411329],"domain_scores_gemma":[0.9323361,0.03456601,0.002732902,0.02296124,0.006390196,0.001013582],"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":[0.000963344,0.0001698412,0.0112852,0.0005543839,0.0002547437,0.000302289,0.0004339486,0.05897425,0.002110423,0.4808781,0.07616964,0.3679039],"study_design_scores_gemma":[0.0003544467,0.0003404974,0.003561215,0.0003468448,0.0001233678,0.001029475,0.0001904054,0.3741708,0.003786384,0.5400504,0.07592774,0.0001184109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02301805,0.00214896,0.9369002,0.005831192,0.001568833,0.0004994299,0.001345053,0.001490463,0.0271978],"genre_scores_gemma":[0.668853,0.002059203,0.3003107,0.005522024,0.001605625,0.001014725,0.002523413,0.0007712753,0.01733997],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01603454,"threshold_uncertainty_score":0.07651961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03583701318085585,"score_gpt":0.3116186354306156,"score_spread":0.2757816222497597,"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."}}