{"id":"W4391762990","doi":"10.1007/978-3-031-17299-1_3354","title":"Census","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Geography","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":["insufficient_payload"],"category_scores_codex":[0.00008287904,0.0001327406,0.0001692225,0.00007376313,0.00003429783,0.00001119859,0.00005281652,0.0001829115,0.001798141],"category_scores_gemma":[0.00005456169,0.0001166306,0.00008327371,0.00001180113,0.00001169731,0.00001601601,0.00002725019,0.0001107347,0.001555243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002623237,"about_ca_system_score_gemma":0.00001090931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005133802,"about_ca_topic_score_gemma":0.00003389503,"domain_scores_codex":[0.9993849,0.000002578439,0.0002241775,0.0001304474,0.0001746086,0.00008330505],"domain_scores_gemma":[0.9994367,0.0001431,0.0001110818,0.0002204821,0.00005519433,0.00003344836],"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":[9.970156e-7,0.000001774369,0.000002313707,0.00003802775,0.00001286433,0.000003859467,0.0000116726,0.00000109253,2.773228e-7,0.899327,0.09754857,0.003051494],"study_design_scores_gemma":[0.00004519436,0.000004752334,0.00002777529,0.00004437365,0.00002474761,0.00000229571,9.01975e-7,0.0001784668,0.000001051459,0.7434223,0.2561349,0.0001132998],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000703374,0.000008126502,0.0004829519,0.0001953096,0.0003089299,0.0001328433,0.0000489121,0.0003752748,0.9984406],"genre_scores_gemma":[0.0001520591,0.00001732151,0.003582761,0.00004674651,0.000177715,0.000002135289,0.0001775159,0.00006863951,0.9957751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1585863,"threshold_uncertainty_score":0.9992222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660293320134148,"score_gpt":0.3468096159513941,"score_spread":0.1807802839379793,"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."}}