{"id":"W2899820694","doi":"10.1093/geroni/igy023.331","title":"EVALUATING CMS PAYMENT REFORM INITIATIVE TO REDUCE AVOIDABLE HOSPITALIZATIONS AMONG NURSING FACILITY RESIDENTS","year":2018,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicaid; Medicine; Payment; Nursing; Nursing homes; Quarter (Canadian coin); Minimum Data Set; Skilled Nursing Facility; Family medicine; Prospective payment system; Telephone survey; Health care; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06732775,0.0009167058,0.0009942794,0.001426514,0.001074109,0.002547605,0.00185812,0.001469256,0.003136334],"category_scores_gemma":[0.08004381,0.0003652161,0.00226096,0.00229564,0.0008150312,0.001933184,0.003112584,0.001627887,0.0003741005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01130259,"about_ca_system_score_gemma":0.02370543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02060771,"about_ca_topic_score_gemma":0.02279302,"domain_scores_codex":[0.939021,0.04698849,0.002187199,0.001065226,0.007610781,0.003127242],"domain_scores_gemma":[0.9534351,0.0215557,0.006867622,0.001669221,0.01100585,0.005466508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03289545,0.0530753,0.3600541,0.00352029,0.004826718,0.0001755706,0.003089613,0.03309226,0.002474023,0.03414107,0.1178171,0.3548386],"study_design_scores_gemma":[0.02769689,0.1258316,0.7377857,0.001737001,0.004570511,0.0000912789,0.004506545,0.05455355,0.00486932,0.004974653,0.03305677,0.0003261978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930114,0.001283463,0.005497693,0.01844134,0.0007245298,0.01503235,0.007077334,0.0003148055,0.02151445],"genre_scores_gemma":[0.9624663,0.0005659809,0.01413404,0.004476686,0.000344771,0.01174273,0.004716546,0.00002554229,0.001527363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06732775,"threshold_uncertainty_score":0.3560674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194811209405976,"score_gpt":0.4757570883247436,"score_spread":0.356275967384146,"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."}}