{"id":"W1968831501","doi":"10.1586/ers.12.20","title":"Future of chronic obstructive pulmonary disease management","year":2012,"lang":"en","type":"review","venue":"Expert Review of Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Bronchodilator; Pulmonary disease; Bronchodilator Agents; Intensive care medicine; Disease; COPD; Asthma; 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":[0.001577269,0.000813181,0.001709004,0.001782115,0.0004370354,0.001785932,0.00130641,0.002384611,0.01201585],"category_scores_gemma":[0.001953884,0.0002631008,0.0009189844,0.0016853,0.0006013362,0.002343531,0.0009543233,0.002565939,0.004588745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293356,"about_ca_system_score_gemma":0.003442016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830635,"about_ca_topic_score_gemma":0.003311515,"domain_scores_codex":[0.9993118,0.0002158616,0.00009274791,0.00008239389,0.0002410224,0.00005613023],"domain_scores_gemma":[0.9987521,0.0004954279,0.0001970815,0.00003252979,0.0003924962,0.0001303488],"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":[0.00006858368,0.0000700025,0.000199629,0.01784262,0.00009765636,0.0001785886,0.0001025575,0.000259235,0.0004810515,0.00604175,0.06205043,0.9126079],"study_design_scores_gemma":[0.00002863591,0.00007643864,0.0009873598,0.01163856,0.0001071326,0.0008126037,0.0001380616,0.0001095104,0.00007441083,0.004425968,0.9815817,0.0000196186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006410744,0.9955363,0.0001041447,0.002182083,0.0005701986,0.000006084212,0.00001865341,0.000006818173,0.001511655],"genre_scores_gemma":[0.0009688294,0.9960209,0.0003549078,0.0009670174,0.0007731506,0.00001350533,0.00004098641,0.000001801269,0.0008589241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01201585,"threshold_uncertainty_score":0.04019701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04651607852585284,"score_gpt":0.3810002718946608,"score_spread":0.334484193368808,"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."}}