{"id":"W3194796010","doi":"10.7759/cureus.17303","title":"The Impact of Comorbidities on Calgary Hospital Utilization in Patients With Chronic Obstructive Pulmonary Disease and Heart Failure","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Medicine; COPD; Comorbidity; Heart failure; Diabetes mellitus; Internal medicine; Population; Pulmonary disease; Intensive care medicine; Emergency medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008732841,0.00026495,0.0003744424,0.001348758,0.000558568,0.001386037,0.0006642333,0.0004066696,0.002090634],"category_scores_gemma":[0.007099241,0.0002108356,0.0006303825,0.002798968,0.0004410797,0.0006152501,0.001388425,0.0008982127,0.0001864457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003304283,"about_ca_system_score_gemma":0.002037585,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1705754,"about_ca_topic_score_gemma":0.1780959,"domain_scores_codex":[0.9986029,0.0002986134,0.0001777193,0.0001730681,0.0003330625,0.0004146282],"domain_scores_gemma":[0.9928815,0.001117983,0.003555409,0.0001795987,0.0007099211,0.00155555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003529802,0.00001008514,0.9985424,0.00001042425,0.00003649899,0.00003652103,0.00004133968,0.00006205543,0.000012235,0.00001295805,0.0001590312,0.001041149],"study_design_scores_gemma":[0.000001144404,0.000008670308,0.9997168,0.000009332999,0.000006467024,0.00002648341,0.0001066917,0.00006939298,0.000003250801,0.000006760954,0.00004367392,0.000001429559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958898,0.001146419,0.00004209421,0.0004248993,0.00001989095,0.00001091634,0.001334302,0.000003151795,0.0011284],"genre_scores_gemma":[0.9984331,0.0003558836,0.00005023237,0.00008165946,0.00002540911,0.000007216859,0.0009632335,0.000001593745,0.00008172764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8294246,"threshold_uncertainty_score":0.339165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265374039037403,"score_gpt":0.2794955437494927,"score_spread":0.2668418033591187,"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."}}