{"id":"W4282960191","doi":"10.46747/cfp.6806441","title":"Diagnosing asthma and chronic obstructive pulmonary disease","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"University of Toronto","keywords":"Medicine; COPD; Asthma; Pulmonary disease; Pulmonary function testing; Intensive care medicine; Primary care; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001081128,0.0002996277,0.0003510234,0.0004127122,0.0008330003,0.00004989538,0.000230966,0.00004418884,0.0001185746],"category_scores_gemma":[0.00002449153,0.0003557203,0.0001530641,0.0006175988,0.0003449196,0.0002006099,0.0002226112,0.0005972679,0.00005438259],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004063143,"about_ca_system_score_gemma":0.003413659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005889547,"about_ca_topic_score_gemma":0.0009993386,"domain_scores_codex":[0.9974194,0.0001283044,0.0002221037,0.0007271478,0.0005698685,0.0009331804],"domain_scores_gemma":[0.9971796,0.00006830654,0.00006506102,0.0005753851,0.00009364679,0.002017963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007769547,0.00080414,0.05602779,0.001356531,0.0004710517,0.01744319,0.0004752759,0.0005438157,0.01112711,0.008813962,0.01994909,0.8822111],"study_design_scores_gemma":[0.0006982227,0.0001051132,0.8500377,0.00006908086,0.0000872738,0.0000303776,0.001513578,0.002145687,0.00004141691,0.001305081,0.1435693,0.0003971659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9131482,0.01721074,0.000004782522,0.002182564,0.0004247218,0.001199726,0.001119482,0.00009235864,0.06461739],"genre_scores_gemma":[0.9845355,0.00005836119,0.0000295309,0.01326512,0.0005987672,0.0002835012,0.000314716,0.0000898071,0.0008247297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8818139,"threshold_uncertainty_score":0.9998895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415334904580588,"score_gpt":0.2502397808112811,"score_spread":0.2360864317654752,"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."}}