{"id":"W4220842863","doi":"10.2196/preprints.37867","title":"Mailed letter versus phone call to increase diabetic retinopathy screening engagement by patients in a team-based primary care practice: a prospective, single-masked, randomized trial. (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phone; Medicine; Diabetic retinopathy; Family medicine; Randomized controlled trial; Primary care; Optometry; Diabetes mellitus; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004083639,0.0008650386,0.00283113,0.0009013357,0.0002057377,0.0001983218,0.000470349,0.0002646895,0.0007083969],"category_scores_gemma":[0.009024342,0.000776701,0.0009842344,0.000745118,0.0001447481,0.0001210359,0.001514083,0.002667573,0.00004291912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247652,"about_ca_system_score_gemma":0.0005097762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003968314,"about_ca_topic_score_gemma":0.00003012878,"domain_scores_codex":[0.990562,0.00319059,0.001751016,0.001985896,0.001744926,0.000765526],"domain_scores_gemma":[0.9944515,0.002007881,0.0009256477,0.001496603,0.0006529261,0.00046539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.972905,0.003298363,0.009144239,0.0009322851,0.0009613347,0.0002389168,0.002084128,0.001050578,0.000879807,0.000001670384,0.006147115,0.002356505],"study_design_scores_gemma":[0.9825115,0.00146524,0.001150725,0.001202981,0.00314193,0.000002019373,0.001292038,0.001187906,0.001089549,0.00000829717,0.00589464,0.001053211],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355045,0.0005799312,0.003377329,0.005384577,0.0009402687,0.01791086,0.0001364976,0.0004065815,0.03575943],"genre_scores_gemma":[0.960678,0.00004703055,0.02212511,0.006691791,0.0002876733,0.005920427,0.002395221,0.000175522,0.001679243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03408019,"threshold_uncertainty_score":0.9996333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526660992809003,"score_gpt":0.2844034979375589,"score_spread":0.2691368880094688,"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."}}