{"id":"W3106526828","doi":"","title":"Millions of Dollars Wasted on Preventable Hospital Readmissions in Older Adults with Chronic Lung Disease","year":2020,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Global Health Care Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung disease; Disease; Gerontology; Medical emergency; Intensive care medicine; Lung","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":[0.001672753,0.0002502431,0.0003070883,0.0008502667,0.000511546,0.0006522692,0.0002999482,0.0006375122,0.00681445],"category_scores_gemma":[0.009317373,0.0001354934,0.0006242534,0.001108043,0.0001934159,0.0006016321,0.0008933268,0.0005529918,0.0008407428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019872,"about_ca_system_score_gemma":0.001304573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02376104,"about_ca_topic_score_gemma":0.05634043,"domain_scores_codex":[0.997919,0.001195152,0.0002158586,0.00007857954,0.000412362,0.0001790796],"domain_scores_gemma":[0.9972157,0.0005636369,0.001188785,0.0001222569,0.0004510939,0.0004583629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002013465,0.0001801196,0.6991035,0.0009736606,0.0005506683,0.0002683893,0.0006259567,0.0004119827,0.0001851836,0.0009924978,0.07192228,0.2245844],"study_design_scores_gemma":[0.00004509181,0.0003058536,0.9570879,0.001548099,0.0002366167,0.0003136231,0.001583935,0.000496093,0.0001267454,0.0008733165,0.03736558,0.00001698565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7746421,0.07523091,0.00105593,0.082587,0.003640535,0.0001687048,0.02040757,0.0001821316,0.04208518],"genre_scores_gemma":[0.9555224,0.02424244,0.0007837074,0.006633081,0.001426575,0.0001034907,0.003012776,0.00002120566,0.008254373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.976239,"threshold_uncertainty_score":0.04724544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121860444078679,"score_gpt":0.3070969092839373,"score_spread":0.2858783048431505,"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."}}