{"id":"W4381802283","doi":"10.20982/tqmp.19.2.p100","title":"How to Generate Missing Data For Simulation Studies","year":2023,"lang":"en","type":"article","venue":"The Quantitative Methods for Psychology","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Missing data; Computer science; Machine learning","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":[0.08642594,0.001912981,0.00217628,0.004306815,0.001567963,0.004919225,0.004666145,0.004013782,0.019235],"category_scores_gemma":[0.3894157,0.002270767,0.003769566,0.003325374,0.00209557,0.006799979,0.003368837,0.00833637,0.006417756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389383,"about_ca_system_score_gemma":0.004634984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231045,"about_ca_topic_score_gemma":0.001966125,"domain_scores_codex":[0.9162519,0.0707774,0.005162574,0.001919736,0.005389172,0.0004991344],"domain_scores_gemma":[0.6551837,0.2943436,0.008781458,0.02271925,0.01711937,0.001852685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005917752,0.0004794915,0.00551697,0.003564104,0.0008493765,0.0008462201,0.002440413,0.1681817,0.001674595,0.3775246,0.05840813,0.3799226],"study_design_scores_gemma":[0.0005541106,0.0001597919,0.0006728746,0.002259848,0.0001758525,0.0003980226,0.000459961,0.248229,0.003928239,0.679759,0.06318454,0.0002186968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006065878,0.0001895281,0.994392,0.001552626,0.0002068547,0.0005850203,0.0003296428,0.0009711784,0.001166579],"genre_scores_gemma":[0.007352351,0.0002957817,0.9895483,0.0003845448,0.000089556,0.001302597,0.00031376,0.0004050565,0.0003080718],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08642594,"threshold_uncertainty_score":0.4570695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7830093474901293,"score_gpt":0.6946673256827742,"score_spread":0.08834202180735506,"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."}}