{"id":"W4220919776","doi":"10.5334/ijic.5953","title":"Improving In-Hospital Care For Older Adults: A Mixed Methods Study Protocol to Evaluate a System-Wide Sub-Acute Care Intervention in Canada","year":2022,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; George & Fay Yee Centre for Healthcare Innovation; Manitoba Health","funders":"","keywords":"Psychological intervention; Protocol (science); Medicine; Audit; Blueprint; Acute care; Intervention (counseling); Nursing; Transitional care; Health care; Medical emergency; Alternative medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006961102,0.0003225945,0.0006605441,0.0008975437,0.00007460311,0.00006390842,0.0006769543,0.00006573188,0.00006857129],"category_scores_gemma":[0.0008722638,0.0002866762,0.0002964757,0.00050815,0.00001525327,0.0001836991,0.0002278868,0.0008282206,0.000001010185],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02270805,"about_ca_system_score_gemma":0.003953076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3764205,"about_ca_topic_score_gemma":0.6138762,"domain_scores_codex":[0.9958643,0.0005369433,0.00147973,0.0004266207,0.001343499,0.000348927],"domain_scores_gemma":[0.9939652,0.0001697674,0.0006764627,0.0002464259,0.004760503,0.0001816504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.01623334,0.001483953,0.1333256,0.002737368,0.001621124,0.00629436,0.1461349,0.004061775,0.001402017,0.00001476258,0.002472504,0.6842183],"study_design_scores_gemma":[0.0218227,0.005257847,0.025049,0.004416561,0.0001943961,0.0003293206,0.9345042,0.001580764,0.004683582,0.000002148418,0.00181641,0.0003430481],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408226,0.0003796706,0.001567649,0.0004947958,0.003188508,0.05302696,0.0004377655,0.00002490625,0.00005716333],"genre_scores_gemma":[0.953824,8.417016e-7,0.002748505,0.000141005,0.0001267633,0.04290096,0.0001756302,0.00005674566,0.0000254921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7883694,"threshold_uncertainty_score":0.9999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00898808886913834,"score_gpt":0.3523508703925238,"score_spread":0.3433627815233855,"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."}}