{"id":"W4389607765","doi":"10.1016/j.jamda.2023.10.024","title":"Focusing on Provider Quality Measurement: Continued Consensus and Feasibility Testing of Practice-Based Quality Measures for Primary Care Providers in Long-Term Care","year":2023,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; St Joseph's Health Centre; University of Waterloo; University of Ottawa; Baycrest Hospital; Hamilton Health Sciences; University of Toronto; McMaster University; Impact","funders":"","keywords":"Delphi method; Medicine; Data collection; Quality (philosophy); Test (biology); Medical record; Quality management; Audit; Documentation; Medical emergency; Operations management; Computer science; Business; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":[],"category_scores_codex":[0.5970728,0.001117118,0.002649822,0.003965079,0.004972091,0.009648778,0.01006118,0.007186963,0.001747774],"category_scores_gemma":[0.6317223,0.001028383,0.002818332,0.005480392,0.007033529,0.0112737,0.006534989,0.01097344,0.0003912172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01761254,"about_ca_system_score_gemma":0.07242499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02939289,"about_ca_topic_score_gemma":0.03211475,"domain_scores_codex":[0.5149617,0.3036069,0.05975449,0.0156154,0.09895279,0.007108721],"domain_scores_gemma":[0.1257583,0.5654902,0.03503456,0.03941148,0.2266035,0.007702009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009604591,0.00327666,0.3967076,0.005716728,0.001437716,0.00007669214,0.01627458,0.00279115,0.003372961,0.01279882,0.02018335,0.5364033],"study_design_scores_gemma":[0.001231948,0.006673804,0.809085,0.02721974,0.001466551,0.0003360572,0.04067567,0.02462391,0.01303343,0.01681525,0.05809124,0.0007474071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4982103,0.02632756,0.1467341,0.281108,0.005784506,0.01133235,0.001305876,0.0006212771,0.02857602],"genre_scores_gemma":[0.7446143,0.004007865,0.2185878,0.02255601,0.001034308,0.007055895,0.001091502,0.0002300875,0.0008222386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5970728,"threshold_uncertainty_score":0.4968809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049376498976126,"score_gpt":0.4477935365607214,"score_spread":0.3428558866631087,"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."}}