{"id":"W4405659906","doi":"","title":"Impact of individualized care on readmissions after a hospitalization for acute exacerbation of COPD","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exacerbation; COPD; Medicine; Intensive care medicine; Copd exacerbation; Acute care; Emergency medicine; Internal medicine; Health care; Acute exacerbation of chronic obstructive pulmonary disease","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":[0.001654508,0.0002259687,0.000375105,0.0004858718,0.0004886448,0.0006088472,0.0004080268,0.0003666044,0.001086269],"category_scores_gemma":[0.01745005,0.0001396451,0.000558299,0.0005521949,0.0002678879,0.0004166247,0.0008648896,0.0006634428,0.00006980004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142349,"about_ca_system_score_gemma":0.001182766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006650925,"about_ca_topic_score_gemma":0.01821266,"domain_scores_codex":[0.9969143,0.001548822,0.0003216385,0.0001970961,0.0006326044,0.0003856107],"domain_scores_gemma":[0.9853639,0.005471967,0.005954267,0.0004972533,0.0008338658,0.001878696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002976555,0.0003246882,0.9863007,0.00003551725,0.0001842364,0.00009506159,0.0001352618,0.0002664538,0.0001113456,0.00002734035,0.0003081491,0.01191352],"study_design_scores_gemma":[0.00001163168,0.000259094,0.9990796,0.00001415223,0.00002883845,0.00006502298,0.0001380621,0.0002952562,0.00003532246,0.00001633209,0.00005253794,0.000004211029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988632,0.0003096652,0.00004273382,0.0002732603,0.00001372383,0.00001523271,0.00006179528,0.000003650398,0.0004167088],"genre_scores_gemma":[0.9996599,0.00007313296,0.00008067106,0.00005196771,0.00001982656,0.000008834252,0.00007445557,9.033894e-7,0.00003038903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006650925,"threshold_uncertainty_score":0.01322442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467822417187798,"score_gpt":0.5580904094921135,"score_spread":0.4113081677733338,"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."}}