{"id":"W4413101323","doi":"10.1111/hex.70365","title":"Community Engagement in Long Covid Research: Process, Evaluation and Recommendations From the Long COVID and Episodic Disability Study","year":2025,"lang":"en","type":"article","venue":"Health Expectations","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; Princess Margaret Cancer Centre; University Health Network; University of Toronto; Canadian Patient Safety Institute; Hamilton Health Sciences; TD Bank Group; Public Health Ontario; McMaster University Medical Centre","funders":"Canadian Institutes of Health Research; Pittsburgh Liver Research Center, University of Pittsburgh; Canada Research Chairs","keywords":"Balanced scorecard; Psychology; Coronavirus disease 2019 (COVID-19); Medical education; Computer-assisted web interviewing; Process (computing); Community engagement; Medicine; Public relations; Political science; Process management; Business; Disease","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":[0.6017362,0.001708228,0.002681869,0.007577815,0.007126936,0.01731597,0.006198674,0.003653549,0.003338187],"category_scores_gemma":[0.5101182,0.001612852,0.003677443,0.009898555,0.006000261,0.01199729,0.02552132,0.00621757,0.0008593112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0261219,"about_ca_system_score_gemma":0.1159582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01451311,"about_ca_topic_score_gemma":0.03197551,"domain_scores_codex":[0.3932063,0.5080839,0.04918485,0.003870772,0.03814435,0.007509797],"domain_scores_gemma":[0.380154,0.3986169,0.02558579,0.02244289,0.1525616,0.02063879],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00151851,0.006841298,0.08818161,0.0322687,0.0006066232,0.0004358232,0.1606469,0.0008523361,0.0003629381,0.006422537,0.02371559,0.6781473],"study_design_scores_gemma":[0.006336824,0.01300974,0.1743266,0.1911344,0.002397754,0.0005682674,0.4828162,0.004716861,0.003116056,0.01256374,0.1079725,0.001041043],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4116023,0.03413921,0.04300702,0.1594236,0.00283415,0.3113272,0.003589506,0.0006198225,0.03345707],"genre_scores_gemma":[0.5106413,0.01850141,0.1990169,0.01274805,0.0003536764,0.2538767,0.002909346,0.0003145341,0.001638018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3982638,"threshold_uncertainty_score":0.4911302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1978799115058722,"score_gpt":0.5198605767761558,"score_spread":0.3219806652702837,"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."}}