{"id":"W4206001565","doi":"10.1332/174426421x16366319768599","title":"Creative processes in co-designing a co-design hub: towards system change in health and social services in collaboration with structurally vulnerable populations","year":2021,"lang":"en","type":"article","venue":"Evidence & Policy","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ontario College of Art and Design","funders":"McMaster University","keywords":"Theory of change; Thematic analysis; Vulnerability (computing); Co-creation; Co-design; Knowledge management; Process management; Qualitative research; Engineering; Sociology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.003323826,0.0002145528,0.000497603,0.0006979234,0.0009398127,0.00008645781,0.0001833323,0.0001332797,0.00004569886],"category_scores_gemma":[0.001454338,0.0002013689,0.00001093264,0.003597808,0.00007856489,0.001631046,0.00005518329,0.0005142333,0.00001358204],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882557,"about_ca_system_score_gemma":0.01315906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06571215,"about_ca_topic_score_gemma":0.1085282,"domain_scores_codex":[0.992763,0.004193125,0.001144618,0.0005019039,0.0005064544,0.0008909352],"domain_scores_gemma":[0.9973447,0.001188331,0.0006150543,0.000178537,0.0004581835,0.0002151388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001519073,0.00002908706,0.3446135,0.007331366,0.000004440408,0.00002391733,0.6423434,0.0001716121,0.0002255538,0.003473524,0.0002027445,0.001428999],"study_design_scores_gemma":[0.002544172,0.0003421468,0.6839396,0.01057749,0.000006104611,0.00001467283,0.2988533,0.001651099,0.0002986533,0.0005473191,0.000796255,0.0004292302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932964,0.0005548406,0.0006566994,0.06108845,0.00008188612,0.003969057,0.0001055187,0.00009592382,0.000483642],"genre_scores_gemma":[0.9841548,0.0001703967,0.003108612,0.01106076,0.0002447513,0.001101407,0.00003711124,0.00002299102,0.00009914488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3434901,"threshold_uncertainty_score":0.9924354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5522991179938888,"score_gpt":0.6411605357390605,"score_spread":0.08886141774517176,"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."}}