{"id":"W4327738676","doi":"10.1186/s12874-023-01871-2","title":"Accounting for complex intracluster correlations in longitudinal cluster randomized trials: a case study in malaria vector control","year":2023,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Public Health; Ottawa Hospital","funders":"Medical Research Council","keywords":"Statistics; Correlation; Estimator; Generalized least squares; Cluster randomised controlled trial; Econometrics; Cluster (spacecraft); Generalized estimating equation; Mathematics; Computer science; Medicine; Randomized controlled trial; Surgery","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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3306481,0.0002403896,0.002823305,0.001082866,0.0001870057,0.0000739678,0.0004339905,0.0004235318,0.001244631],"category_scores_gemma":[0.8623795,0.0001761067,0.0002530208,0.001307647,0.0006610781,0.00008255622,0.0003012275,0.001398496,0.00003597981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315451,"about_ca_system_score_gemma":0.0007232032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246174,"about_ca_topic_score_gemma":0.01040076,"domain_scores_codex":[0.8543398,0.1386922,0.003058513,0.0008906251,0.001549587,0.001469212],"domain_scores_gemma":[0.3442926,0.6545409,0.0002241834,0.0003405767,0.0003372023,0.0002645617],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.1426095,0.002456778,0.05125694,0.001687506,0.0005618384,0.01161045,0.008350207,0.00005730406,0.0001468703,0.6697592,0.006489732,0.1050137],"study_design_scores_gemma":[0.147887,0.0003243323,0.01061202,0.0001740405,0.0001100865,0.0002752425,0.003925219,0.3268806,0.000002274877,0.5095675,0.00003357096,0.0002080259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06872898,0.00002591358,0.9229624,0.001970298,0.0003684193,0.005757551,0.00003483649,0.00005524774,0.00009634878],"genre_scores_gemma":[0.3584766,0.000009496403,0.6386209,0.00009430549,0.0002934309,0.002412115,0.000007834968,0.00003201428,0.00005332108],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5317314,"threshold_uncertainty_score":0.9996684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.802471853529521,"score_gpt":0.6469527604550042,"score_spread":0.1555190930745168,"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."}}