{"id":"W4247186967","doi":"10.1007/978-0-387-70782-2","title":"Indirect Sampling","year":2007,"lang":"en","type":"book","venue":"Springer series in statistics","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada","funders":"","keywords":"Sampling (signal processing); Environmental science; Computer science; Statistics; Psychology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001361197,0.0004200803,0.0006876156,0.0004597708,0.00008669719,0.00007318531,0.0003126674,0.0004959471,0.0002365689],"category_scores_gemma":[0.001843621,0.000467287,0.0000694855,0.0001436731,0.0001825025,0.00008810934,0.0001477894,0.0007729352,0.00006035616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003856679,"about_ca_system_score_gemma":0.0002636064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002388242,"about_ca_topic_score_gemma":0.000291977,"domain_scores_codex":[0.9978325,0.00005490399,0.0008356698,0.0004025461,0.0004372938,0.0004370215],"domain_scores_gemma":[0.996853,0.001918835,0.000395688,0.0005737247,0.0001768745,0.00008187705],"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":[0.00007719491,0.00008029552,0.0005622325,0.001479186,0.0001045406,0.0001536197,0.00110009,0.0000137243,0.000006502739,0.8330483,0.1248301,0.03854419],"study_design_scores_gemma":[0.0001218055,0.00005247591,0.0002905813,0.0006122569,0.00004235965,0.00001482097,0.00002528413,0.00002591917,0.000158606,0.8480011,0.1501033,0.0005514766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00009147884,0.0002623938,0.6790626,0.00001495247,0.0009081084,0.0004481948,0.0007257178,0.0007151371,0.3177714],"genre_scores_gemma":[0.00008213292,0.000178711,0.7248927,0.00004147417,0.0002217762,0.00002490365,0.0002330316,0.0001450719,0.2741802],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04583005,"threshold_uncertainty_score":0.9997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362042396617562,"score_gpt":0.3843215157834575,"score_spread":0.2481172761217014,"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."}}