{"id":"W4282962326","doi":"10.1097/rnj.0000000000000375","title":"Impact of Reengineered Discharge Toolkit on Patients Undergoing Total Joint Surgeries","year":2022,"lang":"en","type":"article","venue":"Rehabilitation Nursing","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Medicine; Hospital discharge; Patient discharge; Discharge planning; Joint replacement; Physical therapy; Emergency medicine; Medical emergency; Nursing; Intensive care medicine; Surgery; MEDLINE; Arthroplasty","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001866298,0.0001069982,0.0002177695,0.0002089408,0.0001118884,0.000007535985,0.0000206753,0.00001797733,0.000282471],"category_scores_gemma":[0.0002591407,0.00009324322,0.0001938503,0.0002168006,0.00003680108,0.00008646934,0.00001675788,0.00008455425,0.000006636004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006801774,"about_ca_system_score_gemma":0.0000723681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001814219,"about_ca_topic_score_gemma":7.148595e-7,"domain_scores_codex":[0.9989905,0.00007676763,0.0002629397,0.0001713178,0.0003320911,0.0001664245],"domain_scores_gemma":[0.9993817,0.0002290075,0.00007311411,0.0001930927,0.00006037972,0.0000627649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002499718,0.008832887,0.8417149,0.0006284154,0.0006061976,0.00001150569,0.01755606,0.008283398,0.004641098,0.007765033,0.04043502,0.06702577],"study_design_scores_gemma":[0.002024092,0.006878098,0.9880759,0.0002718989,0.00006899008,0.00000285343,0.001311311,0.0004173479,0.0001022043,0.0002093847,0.0005181602,0.0001197613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955429,0.00002596317,0.00009783557,0.002587263,0.0001965279,0.000563058,0.00001693262,0.00004903943,0.0009204966],"genre_scores_gemma":[0.997938,0.000001279978,0.001555801,0.00001906955,0.00002351646,0.00003864589,0.0001085179,0.00001709238,0.0002981001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146361,"threshold_uncertainty_score":0.3802348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328979054805388,"score_gpt":0.2831109119522121,"score_spread":0.2698211214041581,"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."}}