{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006239594,0.0009237996,0.001002257,0.003584541,0.001457688,0.003269714,0.002180379,0.001237934,0.5820374],"category_scores_gemma":[0.03864906,0.0003134231,0.000630256,0.003585188,0.0005657373,0.002214025,0.003222283,0.001871832,0.3725818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143989,"about_ca_system_score_gemma":0.005455344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005181315,"about_ca_topic_score_gemma":0.006916584,"domain_scores_codex":[0.9953334,0.001115086,0.0004065002,0.0006963654,0.002142187,0.0003065421],"domain_scores_gemma":[0.9733481,0.004836697,0.0007342366,0.002247958,0.0164784,0.00235455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000309255,0.000008574623,0.0001970312,0.0001581126,0.000003041451,0.00005522506,0.0001472812,0.00004722461,0.00008583382,0.004060522,0.9664907,0.02871548],"study_design_scores_gemma":[0.000005580471,0.000004046501,0.0002604368,0.0001407475,0.000002497258,0.00005036737,0.0001382166,0.00003038169,0.00003525352,0.001036847,0.9982924,0.000003383313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003022366,0.007596481,0.01994053,0.06289187,0.08002763,0.001616123,0.2039832,0.005679686,0.6152422],"genre_scores_gemma":[0.01334533,0.004363844,0.01588311,0.01409352,0.006290576,0.001940563,0.0949691,0.004630798,0.8444831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4179626,"threshold_uncertainty_score":0.5961728,"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."}}