{"id":"W4385428978","doi":"10.1038/s41533-023-00349-4","title":"Gold 2023: Highlights for primary care","year":2023,"lang":"en","type":"article","venue":"npj Primary Care Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; McGill University Health Centre","funders":"","keywords":"Medicine; Primary care; Intensive care medicine; Family 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"],"consensus_categories":[],"category_scores_codex":[0.0006060069,0.000664064,0.001299365,0.0009917907,0.0003120801,0.00002700884,0.0005531458,0.0003999353,0.0004663808],"category_scores_gemma":[0.0003419418,0.0005558795,0.0004279278,0.001550317,0.0007038119,0.000242753,0.0003702297,0.0006947003,0.0004534377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00360914,"about_ca_system_score_gemma":0.002545064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005808068,"about_ca_topic_score_gemma":0.00002833224,"domain_scores_codex":[0.9942968,0.0001984418,0.0008957339,0.001336585,0.001953487,0.001318911],"domain_scores_gemma":[0.9953999,0.0004995329,0.0002041119,0.001525964,0.001338108,0.001032388],"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":[0.004351655,0.0003453452,0.02340161,0.05543082,0.0007839407,0.004308721,0.00431005,0.00003011391,0.07024262,0.001508221,0.4654517,0.3698351],"study_design_scores_gemma":[0.008775868,0.001334485,0.2468525,0.001411817,0.0004480775,0.00004364297,0.003419243,0.00001868732,0.00121089,0.00009119042,0.7358134,0.0005801613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5390552,0.1388872,0.000126248,0.008544855,0.004135883,0.01023565,0.001493014,0.002169434,0.2953526],"genre_scores_gemma":[0.8075182,0.00591826,0.002144526,0.04589761,0.03353714,0.005768402,0.03686395,0.001903628,0.06044829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.369255,"threshold_uncertainty_score":0.9996893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03155000491774025,"score_gpt":0.3171591017909384,"score_spread":0.2856090968731982,"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."}}