{"id":"W4230699474","doi":"10.18438/b8s30x","title":"Research Methods: Sampling","year":2014,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Saskatchewan Museum; University of Saskatchewan","funders":"","keywords":"Computer science; Sampling (signal processing); Information retrieval; Statistics; Mathematics; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1482836,0.00006428833,0.00009646173,0.0002518858,0.0009848983,0.0003831411,0.0002285808,0.0001306754,0.0005173955],"category_scores_gemma":[0.2720103,0.00006103898,0.00002326193,0.0007123516,0.0003096043,0.155942,0.00007364681,0.0003844165,0.0001374275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000945075,"about_ca_system_score_gemma":0.0003539659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005933286,"about_ca_topic_score_gemma":2.587567e-7,"domain_scores_codex":[0.9168522,0.08203605,0.0002898279,0.000141451,0.0003877974,0.0002926759],"domain_scores_gemma":[0.775798,0.2236473,0.0001303105,0.0001735889,0.0001212947,0.0001294954],"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":[0.003895231,0.00001832254,0.000489154,0.00003080862,0.000007693952,6.519671e-7,0.003107056,0.00003753436,0.00007418016,0.8488315,0.001928553,0.1415793],"study_design_scores_gemma":[0.000103798,0.00006760556,0.01249146,0.00006303446,0.00000635572,0.000001991856,0.004615789,0.0004266693,0.0007271629,0.001514016,0.9798998,0.00008235569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01000072,0.001219723,0.5336594,0.2999186,0.0007763077,0.0005257351,0.000003662048,0.0003388252,0.1535571],"genre_scores_gemma":[0.07627317,0.003256496,0.8284757,0.09043558,0.0004436022,0.0000526644,0.00001524199,0.00001111202,0.001036449],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9779712,"threshold_uncertainty_score":0.8770212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3921809811585885,"score_gpt":0.5615564485442968,"score_spread":0.1693754673857082,"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."}}