{"id":"W3025035005","doi":"10.1186/s13063-020-04328-9","title":"Retaining participants in community-based health research: a case example on standardized planning and reporting","year":2020,"lang":"en","type":"review","venue":"Trials","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Victoria; Simon Fraser University","funders":"Canadian Institutes of Health Research","keywords":"Randomized controlled trial; Medicine; Generalizability theory; Retention rate; External validity; Program evaluation; Population; Family medicine; Research design; Protocol (science); Nursing; Psychology; Alternative medicine; Environmental health; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7534055,0.002228592,0.002891992,0.01139356,0.02252616,0.02061854,0.01605314,0.01663569,0.002413359],"category_scores_gemma":[0.6401929,0.003083025,0.00489771,0.01471265,0.05339737,0.03109625,0.03553323,0.02215111,0.001272162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02735136,"about_ca_system_score_gemma":0.1343775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945404,"about_ca_topic_score_gemma":0.02042024,"domain_scores_codex":[0.09777636,0.8173399,0.04626459,0.006028945,0.02692297,0.005667173],"domain_scores_gemma":[0.1761672,0.5876943,0.05019908,0.1112378,0.06575141,0.008950261],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004634943,0.000742267,0.01947937,0.01139074,0.0003023382,0.0103595,0.4310471,0.002429306,0.00255305,0.1527436,0.02648417,0.342005],"study_design_scores_gemma":[0.0009887911,0.003176381,0.01621822,0.05480121,0.0005527479,0.01262957,0.259216,0.007281913,0.006176783,0.2627051,0.3750472,0.001206085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.04990938,0.01592774,0.4638332,0.3956844,0.002916227,0.03577342,0.0004025272,0.0009602811,0.03459276],"genre_scores_gemma":[0.222878,0.007794269,0.7027023,0.02456336,0.000899802,0.03796911,0.0002581333,0.0003420089,0.002592929],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2465945,"threshold_uncertainty_score":0.304095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9935787437960301,"score_gpt":0.8090849310534834,"score_spread":0.1844938127425466,"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."}}