{"id":"W2973306696","doi":"10.23866/brnrev:2019-0005","title":"Chronic Obstructive Pulmonary Disease Exacerbations: Current Controversies","year":2019,"lang":"en","type":"article","venue":"Barcelona Respiratory Network","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Pulmonary disease; Medicine; Intensive care medicine; Current (fluid); 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":[0.01796711,0.0009889582,0.00331108,0.002965698,0.001902086,0.007000026,0.003379056,0.007769081,0.005801294],"category_scores_gemma":[0.03887462,0.0005374523,0.001612653,0.00318555,0.006654133,0.01020661,0.003649937,0.01276051,0.002752904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003080322,"about_ca_system_score_gemma":0.00750164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845987,"about_ca_topic_score_gemma":0.004180801,"domain_scores_codex":[0.9924172,0.002911415,0.00145334,0.001054859,0.00177791,0.0003852205],"domain_scores_gemma":[0.9423183,0.04597378,0.002508073,0.0008265843,0.006785057,0.001588233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002170963,0.0001439071,0.0009816454,0.02086359,0.0002682462,0.0002668584,0.0008852567,0.0002453613,0.0002377887,0.02421765,0.1501614,0.8015111],"study_design_scores_gemma":[0.00006201103,0.0001429164,0.00186507,0.04390229,0.000326718,0.001218307,0.002199259,0.0001926579,0.000152174,0.05416791,0.8956814,0.0000892242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001309799,0.9303734,0.0001948054,0.06534278,0.003069942,0.000006667704,0.00002822881,0.0000127307,0.0008404852],"genre_scores_gemma":[0.003433184,0.9444229,0.0006671888,0.03152527,0.0195182,0.00003325863,0.0000636639,0.00001344862,0.0003229605],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01796711,"threshold_uncertainty_score":0.09502029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913316745538577,"score_gpt":0.2855288285115075,"score_spread":0.2663956610561217,"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."}}