{"id":"W4406864924","doi":"10.3390/healthcare13030254","title":"Transforming Care Through Co-Design: Developing Inclusive Caregiver-Centered Education in Healthcare","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Alberta Health Services; Air Canada; University of Calgary; Alzheimer Society of Canada; University of Alberta","funders":"Alberta Health","keywords":"Health care; Focus group; Thematic analysis; Psychology; Participatory action research; Medical education; Participatory design; Transformative learning; Reflexivity; Nursing; Medicine; Qualitative research; Pedagogy; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03830895,0.001411081,0.0006520716,0.002506638,0.005784092,0.007728572,0.002960984,0.002279849,0.002667789],"category_scores_gemma":[0.03397536,0.0007638282,0.001274372,0.001175013,0.009650859,0.007392097,0.0156096,0.003285901,0.0006390671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004704245,"about_ca_system_score_gemma":0.01790476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001893622,"about_ca_topic_score_gemma":0.003277187,"domain_scores_codex":[0.9602965,0.03252666,0.0009618181,0.002213291,0.002440033,0.001561698],"domain_scores_gemma":[0.96977,0.02079606,0.001474191,0.002605963,0.002295653,0.003058158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001672882,0.002026769,0.01191046,0.003336672,0.0001179259,0.0009602143,0.4885533,0.003674898,0.005348648,0.05396635,0.006838256,0.4230992],"study_design_scores_gemma":[0.0004568427,0.002339394,0.01003092,0.008666736,0.0003509603,0.00399018,0.3789324,0.01841346,0.01745026,0.1676684,0.3914079,0.000292572],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.244008,0.004589455,0.6786787,0.01743759,0.0007920967,0.004629049,0.00008018086,0.0008551895,0.04892977],"genre_scores_gemma":[0.5279179,0.002307451,0.4617773,0.001519054,0.00006070064,0.002722091,0.00009288408,0.0001369448,0.00346563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03830895,"threshold_uncertainty_score":0.2025995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126187579704282,"score_gpt":0.4748122184153833,"score_spread":0.3621934604449552,"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."}}