{"id":"W4417418628","doi":"10.18356/9789211545425c002","title":"Acknowledgements","year":2025,"lang":"en","type":"book-chapter","venue":"United Nations eBooks","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Liana; Diener; Task (project management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001214516,0.0002224832,0.000205334,0.004660657,0.000229167,0.00003100503,0.0001444508,0.0002759882,0.00288729],"category_scores_gemma":[0.0005157493,0.0002359531,0.0001053887,0.0001832926,0.0000362032,0.00002624512,0.00006131431,0.000239001,0.0005967641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030477,"about_ca_system_score_gemma":0.00007008694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002134207,"about_ca_topic_score_gemma":0.0001079036,"domain_scores_codex":[0.9990284,0.0000161648,0.0004064045,0.0001971655,0.0002348236,0.0001170161],"domain_scores_gemma":[0.9981403,0.0003380552,0.000228307,0.0003648926,0.0008838545,0.00004457263],"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":[0.000002101321,0.00001003105,0.000002126821,0.00007173513,0.00005865261,8.990756e-7,0.00006910791,0.000002563408,0.00000107186,0.8325503,0.1615006,0.005730782],"study_design_scores_gemma":[0.000154601,0.000006329192,0.000004547517,0.0002126449,0.0001033175,5.952975e-7,0.000001871098,0.0003169361,0.00001241609,0.334891,0.6641557,0.0001400464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001238314,0.00002256917,0.002269548,0.00008150932,0.0003971137,0.0004382116,0.0001189945,0.0001930214,0.9964666],"genre_scores_gemma":[0.0001410073,0.00001455272,0.005771579,0.0001075009,0.0001528276,0.00001857428,0.0007117099,0.00003867704,0.9930435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5026551,"threshold_uncertainty_score":0.9980242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438595676324329,"score_gpt":0.3331099013840033,"score_spread":0.25872394462076,"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."}}