{"id":"W2985011519","doi":"10.4187/respcare.06950","title":"Impact of a Specialized Ambulatory Clinic on Refractory Breathlessness in Subjects With Advanced COPD","year":2019,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; COPD; Physical therapy; Ambulatory; Referral; Retrospective cohort study; Depression (economics); Emergency department; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002343991,0.0003495572,0.0008676834,0.0004822952,0.00003846463,0.00001177936,0.0002185217,0.0002009323,0.00134221],"category_scores_gemma":[0.0001194937,0.0002795828,0.0002939187,0.0006056684,0.0002096339,0.0001671192,0.00007520819,0.0005787167,0.0002221741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001963834,"about_ca_system_score_gemma":0.002389652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008975748,"about_ca_topic_score_gemma":0.00008518166,"domain_scores_codex":[0.9971851,0.000236435,0.0004911249,0.0006783511,0.0008600692,0.0005488852],"domain_scores_gemma":[0.9977182,0.000191185,0.0002202874,0.001100951,0.0004337722,0.0003356615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01168132,0.0006275276,0.9445482,0.001476566,0.0001531588,0.0006786757,0.0007540218,0.0001423655,0.02218428,0.0000410413,0.0001556677,0.01755717],"study_design_scores_gemma":[0.01037091,0.002840428,0.9792889,0.0009406932,0.00004708118,0.000008799251,0.001383501,0.000005140293,0.002696738,0.000007725668,0.002115396,0.0002947009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815341,0.003358071,5.514762e-7,0.00001039646,0.0001338106,0.001504346,0.0001009427,0.00005194621,0.01330588],"genre_scores_gemma":[0.9991459,0.00004088249,0.00002196227,0.0001267732,0.0001570951,0.00005154163,0.00004160664,0.00008950055,0.0003247109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03474068,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996938237466237,"score_gpt":0.3415774121546399,"score_spread":0.3216080297799775,"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."}}