{"id":"W4392002900","doi":"10.1038/s41598-024-53909-0","title":"Design based synthetic imputation methods for domain mean","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Survey Sampling and Estimation Techniques","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"King Saud University","keywords":"Imputation (statistics); Computer science; Data mining; Machine learning; Missing data","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":[],"consensus_categories":[],"category_scores_codex":[0.01550419,0.0001135535,0.0001540649,0.0002526846,0.0002186019,0.0004529904,0.00007799941,0.00006528556,0.00005538138],"category_scores_gemma":[0.001751316,0.00009592124,0.0001106059,0.0003868942,0.00008248813,0.0001124367,0.00001447727,0.00006068817,0.000008962475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005189819,"about_ca_system_score_gemma":0.0001674648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003904438,"about_ca_topic_score_gemma":0.000001125498,"domain_scores_codex":[0.9983678,0.0002386634,0.0004502792,0.0005205969,0.0002265603,0.0001961104],"domain_scores_gemma":[0.9970851,0.00204939,0.0001337355,0.0005106735,0.000164521,0.00005658661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005917426,0.0003295943,0.00004666754,0.002242687,0.0001522034,0.00023943,0.005564668,0.002630324,0.1341715,0.04540936,0.1767802,0.6323742],"study_design_scores_gemma":[0.00002662157,0.0000197105,0.000001351889,0.0001109197,0.0000258597,0.00004510998,0.00002287417,0.08024929,0.1025596,0.8073245,0.009508226,0.0001059454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002536869,0.000100516,0.9920142,0.0001324407,0.003521217,0.0006095514,0.000001959794,0.0008441298,0.0002390785],"genre_scores_gemma":[0.06192639,2.568671e-7,0.9369108,0.00001147736,0.00003078118,0.0001717949,0.00002787943,0.00002987386,0.0008907689],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7619151,"threshold_uncertainty_score":0.5373473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151160224148851,"score_gpt":0.4454367757931334,"score_spread":0.2942765516442823,"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."}}