{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01764268,0.0006225019,0.001023073,0.001119297,0.0004318731,0.0009123464,0.001569175,0.001085865,0.002961003],"category_scores_gemma":[0.03801327,0.0004813397,0.001245518,0.001119834,0.001140545,0.001158963,0.001543519,0.00133428,0.0006060506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005975654,"about_ca_system_score_gemma":0.0008064766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003044693,"about_ca_topic_score_gemma":0.0003537157,"domain_scores_codex":[0.9875383,0.01041662,0.0002610097,0.0007446805,0.0009029167,0.0001363671],"domain_scores_gemma":[0.9702683,0.02171046,0.001911045,0.003707107,0.002148292,0.0002548738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003348073,0.0001607042,0.005841183,0.000555936,0.0002939834,0.0001397369,0.0004528629,0.4814258,0.003095804,0.3412322,0.003041396,0.1634256],"study_design_scores_gemma":[0.00004444161,0.0002516031,0.0007522318,0.00005674268,0.00003492739,0.0001601824,0.00006040475,0.9028212,0.001560698,0.08941265,0.004813755,0.00003111858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001773828,0.00005651412,0.9977969,0.00004324337,0.00001516234,0.00003421801,0.00002734923,0.00003955803,0.0002132367],"genre_scores_gemma":[0.1557492,0.0002724668,0.841516,0.0001267474,0.00006283577,0.0006817309,0.000296415,0.0000486719,0.001245966],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01764268,"threshold_uncertainty_score":0.09330451,"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."}}