{"id":"W4289835474","doi":"10.21203/rs.3.rs-1909300/v1","title":"Accounting for complex intracluster correlations in longitudinal cluster randomized trials: a case study in malaria vector control","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Malaria Research and Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Medical Research Council; Department of Health and Social Care; Canadian Institutes of Health Research; Patient-Centered Outcomes Research Institute","keywords":"Statistics; Correlation; Cluster randomised controlled trial; Estimator; Cluster (spacecraft); Generalized least squares; Randomized controlled trial; Variance inflation factor; Longitudinal study; Econometrics; Mathematics; Medicine; Computer science; Regression analysis; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6005232,0.00196498,0.004650596,0.002379117,0.002307127,0.004112018,0.005068176,0.00676943,0.003499798],"category_scores_gemma":[0.7114099,0.001803754,0.01218366,0.003852731,0.006787267,0.005677968,0.003959194,0.007936628,0.0004380545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005175152,"about_ca_system_score_gemma":0.01023532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00422945,"about_ca_topic_score_gemma":0.004460617,"domain_scores_codex":[0.2118745,0.7534422,0.01463752,0.009077435,0.009339228,0.001629226],"domain_scores_gemma":[0.06783585,0.8623956,0.03280552,0.02784408,0.00846605,0.0006527806],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01895993,0.00245059,0.1781309,0.01505445,0.03784745,0.004508165,0.009550007,0.1526285,0.001636688,0.2330052,0.01565254,0.3305755],"study_design_scores_gemma":[0.006683577,0.01075535,0.03735084,0.006980602,0.01529427,0.001907401,0.001391025,0.6623773,0.003248994,0.2382876,0.01506948,0.0006535072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08574025,0.00969932,0.8851064,0.008347387,0.0009084645,0.006086461,0.000403182,0.0005591409,0.003149404],"genre_scores_gemma":[0.6080186,0.001504982,0.3776309,0.002624563,0.0003854485,0.008753931,0.0002257318,0.0001204877,0.00073537],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6005232,"threshold_uncertainty_score":0.492626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2009041321812106,"score_gpt":0.4791694418156351,"score_spread":0.2782653096344245,"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."}}