{"id":"W4415155628","doi":"10.1186/s40900-025-00788-y","title":"Co-designing interventions to increase food access: perceptions and experiences of community member end-users","year":2025,"lang":"en","type":"article","venue":"Research Involvement and Engagement","topic":"Community Health and Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Shared Services Canada; University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada; Public Health Agency of Canada","keywords":"Perception; Psychological intervention; Community engagement; Family member; Community organization; Intervention (counseling)","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01152777,0.0001406179,0.0002546679,0.0006981177,0.004782103,0.00005868972,0.0004255633,0.00007589382,0.0009754126],"category_scores_gemma":[0.0008093826,0.0001294263,0.00004524178,0.0005691302,0.0002524834,0.0001824926,0.001629979,0.001457471,0.00001583273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690805,"about_ca_system_score_gemma":0.0004376866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324376,"about_ca_topic_score_gemma":0.003022708,"domain_scores_codex":[0.993109,0.004987738,0.0006384284,0.000190383,0.0004650467,0.0006093653],"domain_scores_gemma":[0.9965556,0.002233188,0.00007962723,0.0004546024,0.0003131324,0.0003638045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002973356,0.001197704,0.1209896,0.01023241,0.0002295495,0.000001852116,0.714637,0.000005406331,0.001456071,0.01108902,0.1177912,0.02207285],"study_design_scores_gemma":[0.00103177,0.0005520919,0.08062629,0.001718844,0.00001920123,1.101141e-7,0.8959814,0.00002027126,0.0003600047,0.001464125,0.01808119,0.0001446976],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814079,0.0003836394,0.0009697042,0.002434316,0.000123896,0.001982349,0.00001595561,0.00004037411,0.01264183],"genre_scores_gemma":[0.9944174,0.0005185914,0.0008597624,0.001253245,0.00002346512,0.001747798,0.00003923987,0.000009396524,0.001131162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1813444,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.547496882004355,"score_gpt":0.5934656318442098,"score_spread":0.04596874983985477,"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."}}