{"id":"W2990237490","doi":"10.1183/13993003.congress-2019.pa3318","title":"Late Breaking Abstract - Ten-year risk score for COPD: the NHLBI pooled cohorts study","year":2019,"lang":"en","type":"article","venue":"Epidemiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Spirometry; Asthma; Logistic regression; COPD; Internal medicine; Physical therapy; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004012472,0.0002949062,0.001026903,0.0001316501,0.0002208734,0.0000115714,0.0003433601,0.000203172,0.001192039],"category_scores_gemma":[0.003883513,0.0001932531,0.0003004135,0.000197873,0.0002830876,0.00008300801,0.0001964034,0.0007745324,0.0005961251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002571101,"about_ca_system_score_gemma":0.000257872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008284485,"about_ca_topic_score_gemma":0.00008240028,"domain_scores_codex":[0.9965807,0.0007288259,0.0007134943,0.0007895363,0.000273318,0.0009141126],"domain_scores_gemma":[0.9935053,0.00463904,0.0003484838,0.001041614,0.0002025818,0.0002629987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007565763,0.0003165372,0.9854856,0.0001590201,0.0004647754,0.00005640923,0.0001736873,0.0001654183,0.0001464805,0.0005311937,0.004459866,0.007284428],"study_design_scores_gemma":[0.00307984,0.0004956376,0.9863545,0.0000684232,0.0002992831,0.0000435796,0.0006246359,0.001767949,0.00001595543,0.002603652,0.004459896,0.0001866576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877809,0.001126611,0.00008015663,0.003208992,0.000532964,0.004291509,0.0001023934,0.00009118178,0.002785244],"genre_scores_gemma":[0.995496,0.00008264287,0.0002498437,0.001009309,0.0005903945,0.0002455295,0.00008328455,0.00006365666,0.002179385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007715007,"threshold_uncertainty_score":0.999721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707833668581781,"score_gpt":0.3616216864809763,"score_spread":0.3145433497951585,"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."}}