{"id":"W4291149932","doi":"10.1186/s12882-022-02891-8","title":"Community engagement in kidney research: Guatemalan experience","year":2022,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Danone Nutricia Research; Danone","keywords":"Likert scale; Community engagement; Scale (ratio); Medicine; Medical education; Empowerment; Public engagement; Public relations; Psychology; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003136413,0.00008473867,0.0002230237,0.0003838771,0.0004184339,0.00001114324,0.0002738725,0.00002727973,0.002471498],"category_scores_gemma":[0.0003301244,0.00007577536,0.00007129302,0.000540791,0.0001530462,0.00002482484,0.0009461466,0.0008003212,0.0000624819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524166,"about_ca_system_score_gemma":0.0001376173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005564243,"about_ca_topic_score_gemma":0.0001403993,"domain_scores_codex":[0.9957426,0.003028013,0.0002345812,0.0002072853,0.0004267465,0.0003608148],"domain_scores_gemma":[0.9990473,0.0001647492,0.00003651221,0.0005439443,0.00003726056,0.000170244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006339407,0.01423358,0.4628946,0.001295825,0.0005673351,0.002030798,0.06065512,0.002039159,0.02806309,0.04011616,0.3696464,0.01211853],"study_design_scores_gemma":[0.002518764,0.0009716912,0.3002274,0.00002723214,0.00005319256,0.00001817037,0.01327621,0.0008706083,0.0001325677,0.0009563926,0.6807986,0.0001490694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803321,0.0001101759,0.00004168298,0.002687101,0.000121354,0.0005590838,0.000006619645,0.00003178627,0.01611014],"genre_scores_gemma":[0.9913496,0.00001692564,0.0002240893,0.006192556,0.00005129089,0.0005634765,0.0000593788,0.00001107086,0.001531658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111522,"threshold_uncertainty_score":0.9984404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2120075156928939,"score_gpt":0.3919787865576335,"score_spread":0.1799712708647395,"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."}}