{"id":"W4252825074","doi":"10.1007/978-1-4614-6170-8_100306","title":"Network Sampling","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Sampling (signal processing); 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":[0.003943863,0.000792139,0.001018473,0.001954331,0.001181177,0.001719084,0.001765546,0.0008073047,0.03873023],"category_scores_gemma":[0.02188065,0.0004510513,0.0006272616,0.002791203,0.0008145137,0.002392477,0.00177837,0.00142448,0.01004668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259364,"about_ca_system_score_gemma":0.001552106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225276,"about_ca_topic_score_gemma":0.005617774,"domain_scores_codex":[0.9969466,0.001669631,0.00007919945,0.0005327287,0.0006400364,0.0001318232],"domain_scores_gemma":[0.993717,0.003170496,0.0001917333,0.001813079,0.0009389807,0.0001685852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009849368,0.00007404457,0.001661071,0.0003012105,0.0000490998,0.00004471525,0.0002253401,0.01150781,0.0004225925,0.4175889,0.103627,0.4643997],"study_design_scores_gemma":[0.00006712561,0.00008580667,0.001555559,0.0003205255,0.00006390685,0.0003022007,0.0003157143,0.09371464,0.0012852,0.6208922,0.2813655,0.00003166547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003054184,0.001173801,0.9086349,0.00108182,0.0004583663,0.0007029502,0.001553224,0.0007680119,0.08257272],"genre_scores_gemma":[0.1857157,0.005835827,0.5779253,0.001923223,0.001349164,0.004850077,0.007281994,0.001014535,0.2141042],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03873023,"threshold_uncertainty_score":0.1295655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2277925042529792,"score_gpt":0.3584170620774445,"score_spread":0.1306245578244653,"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."}}