{"id":"W3006199683","doi":"10.1111/resp.13782","title":"Contemporary Concise Review 2019: Chronic obstructive pulmonary disease","year":2020,"lang":"en","type":"review","venue":"Respirology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pulmonary disease; Intensive care medicine; COPD; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0004953867,0.001420444,0.006549432,0.0005226613,0.0001698977,0.00002863797,0.001003951,0.0007958683,0.002575767],"category_scores_gemma":[0.001085303,0.001199827,0.002308269,0.001118312,0.001109524,0.00018802,0.0009168434,0.002497405,0.003199092],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002271401,"about_ca_system_score_gemma":0.01357129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003261559,"about_ca_topic_score_gemma":0.000001238332,"domain_scores_codex":[0.9919534,0.001498511,0.001888573,0.002303544,0.001037211,0.001318799],"domain_scores_gemma":[0.9935395,0.0006498033,0.0009033067,0.002203169,0.0003372266,0.002366962],"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":[0.0003659867,0.0001894467,0.00007796353,0.2350005,0.0006285534,0.01422845,0.000004776115,1.287016e-7,0.000001313136,0.0001604219,0.03697813,0.7123643],"study_design_scores_gemma":[0.0008138209,0.0002694013,0.001092951,0.04650151,0.003834477,0.001221507,0.000004554972,0.00002359993,2.081251e-7,0.0001249403,0.9453021,0.0008109508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003625464,0.9763894,0.00000657595,0.002992686,0.0005241479,0.007493021,0.001284134,0.0002642381,0.01104217],"genre_scores_gemma":[0.00003285574,0.9876139,0.00002990566,0.001906593,0.001984649,0.00126575,0.002736952,0.0003418302,0.004087596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9083239,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556081594787723,"score_gpt":0.3674925085922927,"score_spread":0.3119316926444155,"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."}}