{"id":"W2548517459","doi":"10.1161/circoutcomes.111.969501","title":"Critical Care Cardiology Research","year":2013,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Cardiology; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002421162,0.0002063551,0.001547452,0.0001907556,0.0002843371,0.00009530629,0.00007782928,0.0002770359,0.0001150724],"category_scores_gemma":[0.002450989,0.0001655305,0.001806727,0.0002611073,0.000417971,0.0001872564,0.00006848288,0.0003726664,0.0002091003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011134,"about_ca_system_score_gemma":0.00007398743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003336811,"about_ca_topic_score_gemma":0.000001750493,"domain_scores_codex":[0.9962251,0.001311183,0.0004549983,0.0005277432,0.001009767,0.0004712717],"domain_scores_gemma":[0.9963049,0.001753644,0.00002608146,0.0007913967,0.0007950421,0.0003289678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001887756,0.0000207451,0.9479646,0.0003779475,0.0009359876,0.00009406904,0.0004570347,0.00005306848,0.00007867972,0.03061208,0.00007895364,0.01930795],"study_design_scores_gemma":[0.0009212079,0.00003111913,0.9614774,0.00001735077,0.0002924446,0.0001957597,0.001489141,0.00002048604,0.00001979745,0.0005621682,0.03477419,0.0001989314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401332,0.01454027,0.002070527,0.007260788,0.0003642834,0.001233644,0.000007460148,0.0001833235,0.03420649],"genre_scores_gemma":[0.9981636,0.0001281284,0.000332658,0.0007057894,0.0002690196,0.00009194134,0.00003506134,0.0000244341,0.0002493578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0580304,"threshold_uncertainty_score":0.6750139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1419511616965865,"score_gpt":0.4205372772568892,"score_spread":0.2785861155603027,"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."}}