{"id":"W1987161066","doi":"10.3109/15412555.2011.576886","title":"Disease management for COPD: Avoiding hospitalizations and controlling cost?","year":2011,"lang":"en","type":"letter","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"COPD; Intensive care medicine; Disease; Pulmonary disease; Medicine; Disease management; Computer science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004078752,0.0008568771,0.001888853,0.0008906068,0.002989221,0.002597386,0.001871616,0.03203892,0.005852238],"category_scores_gemma":[0.0228537,0.0004006827,0.001394166,0.0007402104,0.003146824,0.008430546,0.001776622,0.03522771,0.004329047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389466,"about_ca_system_score_gemma":0.004159124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004419672,"about_ca_topic_score_gemma":0.008156086,"domain_scores_codex":[0.9964502,0.001353358,0.0004902327,0.0002510274,0.00109097,0.0003642724],"domain_scores_gemma":[0.9933664,0.002792067,0.0004678587,0.0002327689,0.001697776,0.001443133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008985209,0.0001648109,0.001192471,0.0002737974,0.00003647962,0.001350758,0.0002061973,0.0001131812,0.0003703655,0.006134046,0.9459714,0.04409667],"study_design_scores_gemma":[0.00045897,0.0004333716,0.004824537,0.00257251,0.00008836342,0.008860118,0.001302666,0.0009485661,0.0003098591,0.03772702,0.9423227,0.0001512814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000173895,0.003396625,0.00006451173,0.9912711,0.004205413,0.000004309446,0.000008389664,0.000006865511,0.0008689304],"genre_scores_gemma":[0.005289559,0.01219799,0.00070807,0.9265825,0.0517171,0.00004379529,0.00002701424,0.00001452162,0.003419516],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03203892,"threshold_uncertainty_score":0.02825785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949906477755565,"score_gpt":0.2786124381427104,"score_spread":0.2591133733651548,"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."}}