{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000764716,0.0002562329,0.0003960339,0.00006510689,0.00008375023,0.00003888815,0.0001697769,0.0003611313,0.001612795],"category_scores_gemma":[0.0002148033,0.000228594,0.0001248944,0.00001279545,0.00003283785,0.00001591892,0.00006017206,0.0002697861,0.0003777564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003169018,"about_ca_system_score_gemma":0.00002121016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000588497,"about_ca_topic_score_gemma":0.000006550989,"domain_scores_codex":[0.9989851,0.00001432659,0.0003687103,0.0002417276,0.0001961066,0.0001940622],"domain_scores_gemma":[0.9981463,0.001014858,0.0002099613,0.0004778129,0.00009368683,0.00005737247],"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":[0.000001966158,0.000001631913,0.000002776701,0.0000447133,0.00001861796,4.126035e-7,0.00000572009,0.000008497026,2.673346e-7,0.8687446,0.123883,0.007287762],"study_design_scores_gemma":[0.00002676685,0.00001351165,0.000001329141,0.0001971462,0.00002441306,0.000003115131,3.778529e-7,0.00006271893,0.000005417245,0.6995131,0.2999556,0.0001965678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001033496,0.00004010675,0.4382025,0.00003197404,0.000105678,0.00009324404,0.000002861889,0.0006807922,0.5608418],"genre_scores_gemma":[0.0001435572,0.00001991502,0.2977191,0.0002509803,0.0005928748,0.000007117748,0.00003200919,0.00008697413,0.7011474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1760726,"threshold_uncertainty_score":0.9992999,"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."}}