{"id":"W4409168328","doi":"10.21203/rs.3.rs-5226553/v1","title":"Transforming Healthcare by Prioritizing Qualitative and Quantitative Clinical Trial Evidence: Evaluating the Aging, Community and Health Research Unit's Community Partnership Program for Older Adults (ACHRU-CPP)","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; McMaster University; Diabetes Action Research and Education Foundation","keywords":"General partnership; Unit (ring theory); Health care; Gerontology; Qualitative research; Aging in place; Medicine; Psychology; Nursing; Sociology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.754357,0.002911659,0.003891143,0.004133281,0.003356684,0.0184707,0.004806552,0.006870933,0.008311835],"category_scores_gemma":[0.8412946,0.002856975,0.004523737,0.006306719,0.008179523,0.01288142,0.0160893,0.009704149,0.0009155723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02110327,"about_ca_system_score_gemma":0.09824871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00618074,"about_ca_topic_score_gemma":0.01230095,"domain_scores_codex":[0.1529713,0.8068671,0.01999811,0.003535667,0.01496358,0.001664323],"domain_scores_gemma":[0.05708186,0.8772496,0.02429313,0.01739633,0.02042336,0.003555648],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03175124,0.009189327,0.03248703,0.06987076,0.02490675,0.0002068024,0.03373287,0.01097297,0.001259833,0.06100916,0.04020676,0.6844065],"study_design_scores_gemma":[0.08286083,0.05365453,0.03694919,0.1797565,0.04664941,0.0004605133,0.03696233,0.05241229,0.01278721,0.394309,0.1018179,0.001380371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2482473,0.04625504,0.1774098,0.3043768,0.007403219,0.1810275,0.006509218,0.001394094,0.02737704],"genre_scores_gemma":[0.4100613,0.007304691,0.4649326,0.01747282,0.0007139137,0.09661452,0.001063868,0.0004793017,0.001357047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.245643,"threshold_uncertainty_score":0.3029217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9762934809154115,"score_gpt":0.8627755595913233,"score_spread":0.1135179213240881,"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."}}