{"id":"W4416066087","doi":"10.1177/08404704251390312","title":"Educational Approaches for Successful Implementation of interRAI Assessment Systems","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Canadian Society for International Health","funders":"","keywords":"Set (abstract data type); Minimum Data Set; Health informatics; Healthcare delivery; Health care; Program evaluation","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":[],"consensus_categories":[],"category_scores_codex":[0.1482405,0.001474723,0.000685654,0.00455022,0.007001813,0.01320219,0.007042683,0.005512162,0.01310825],"category_scores_gemma":[0.1669815,0.001544913,0.001348766,0.00239965,0.004075164,0.01444277,0.01566659,0.01134053,0.007754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009352395,"about_ca_system_score_gemma":0.03808717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431898,"about_ca_topic_score_gemma":0.005571108,"domain_scores_codex":[0.8890298,0.07249606,0.007842361,0.006279137,0.01862135,0.005731337],"domain_scores_gemma":[0.8337038,0.06995007,0.01488856,0.02411936,0.0431645,0.01417365],"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":[0.0000893575,0.003180518,0.01177614,0.001508486,0.00007287932,0.0004531982,0.02459028,0.003728404,0.002569758,0.09860466,0.03835925,0.8150672],"study_design_scores_gemma":[0.0003785398,0.002826969,0.0273415,0.01034695,0.0001261991,0.00190522,0.05183556,0.02787184,0.01251386,0.1874175,0.6767507,0.0006852346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0337818,0.001785596,0.6624325,0.1262039,0.001178498,0.01204394,0.0002088998,0.007364913,0.155],"genre_scores_gemma":[0.1187436,0.0008982645,0.8569081,0.004313462,0.0002260521,0.005200752,0.0001332802,0.0002664193,0.01330999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1482405,"threshold_uncertainty_score":0.78398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08486365533742979,"score_gpt":0.5062571907420559,"score_spread":0.4213935354046261,"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."}}