{"id":"W2418994174","doi":"10.1177/000313480907500712","title":"Temporary Intravascular Shunts: When Are We Really Using Them According to the NTDB?","year":2009,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Cardiology; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007733138,0.0002056596,0.0004374076,0.00007358058,0.0002249181,0.00004385388,0.0003084084,0.00003289764,0.00002673821],"category_scores_gemma":[0.00007537736,0.000112615,0.0001544011,0.0004597724,0.0001180648,0.00005446256,0.00004583026,0.0002931605,0.00004179912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012397,"about_ca_system_score_gemma":0.00008715657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707396,"about_ca_topic_score_gemma":0.000008464177,"domain_scores_codex":[0.9985096,0.0001907903,0.0002537111,0.0002757395,0.0003759471,0.0003941603],"domain_scores_gemma":[0.9985588,0.0001622486,0.000192312,0.0008734102,0.00006457658,0.0001486122],"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":[0.0008699308,0.00022427,0.1110876,0.00002827407,0.0003978904,0.0001611426,0.00434615,0.0004397882,0.01725974,0.000217913,0.005739359,0.859228],"study_design_scores_gemma":[0.003478728,0.002396166,0.5664073,0.002958211,0.0008916964,0.001133731,0.04860543,0.01128674,0.009833111,0.005001451,0.3456576,0.002349856],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669967,0.0002792073,0.001253548,0.02947628,0.0002045579,0.0003441185,0.000003785468,0.0001268669,0.001314978],"genre_scores_gemma":[0.993893,0.0003584369,0.0005835224,0.00413678,0.0006485066,0.000008516659,0.000003749198,0.00003532778,0.0003321691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8568781,"threshold_uncertainty_score":0.4592307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344509780929384,"score_gpt":0.303211116789983,"score_spread":0.2597660189806892,"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."}}