{"id":"W4399333327","doi":"10.18356/9789210051200c002","title":"Acknowledgements","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in methods. Series F","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.009683578,0.001219352,0.001259049,0.004145003,0.003159935,0.006638166,0.003455846,0.002432432,0.4753699],"category_scores_gemma":[0.05997725,0.0004795966,0.0009017582,0.003681523,0.001276728,0.004012865,0.006330287,0.003613679,0.3133343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003666491,"about_ca_system_score_gemma":0.009050524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005327567,"about_ca_topic_score_gemma":0.006953798,"domain_scores_codex":[0.9886545,0.002888519,0.001051045,0.001778249,0.00466148,0.0009662207],"domain_scores_gemma":[0.9612992,0.005744116,0.001280723,0.004498052,0.02331156,0.00386636],"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":[0.00007130456,0.0000151009,0.0003908681,0.0002645693,0.000006870832,0.0001416884,0.0005906072,0.0000553491,0.0001587574,0.01231683,0.9470893,0.03889877],"study_design_scores_gemma":[0.000006293825,0.000006609991,0.0002909563,0.0002049962,0.000003194959,0.00009213961,0.0003950009,0.00002836699,0.00005642575,0.002031076,0.996879,0.000005931563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003795794,0.006569075,0.02015686,0.09477726,0.1109516,0.001977554,0.0867537,0.004667141,0.670351],"genre_scores_gemma":[0.0221815,0.003992333,0.02011135,0.02940525,0.01006914,0.002559329,0.05357922,0.004398744,0.8537031],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5246301,"threshold_uncertainty_score":0.7483211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2368596514918378,"score_gpt":0.5053887672364654,"score_spread":0.2685291157446276,"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."}}