{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013172,0.0006456969,0.001612987,0.001815919,0.002073052,0.007016574,0.002557217,0.005151144,0.007907838],"category_scores_gemma":[0.05012314,0.0004935728,0.001083904,0.002192175,0.003432934,0.01493391,0.002406725,0.0103042,0.005398432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00224983,"about_ca_system_score_gemma":0.006565105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005114761,"about_ca_topic_score_gemma":0.01278924,"domain_scores_codex":[0.9927024,0.002422053,0.001636281,0.0005274733,0.001927282,0.0007845805],"domain_scores_gemma":[0.9695911,0.007652345,0.003646989,0.001506233,0.01113516,0.006468157],"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":[0.0004208095,0.0002703456,0.04136,0.001333324,0.0001043686,0.001392696,0.001153576,0.0003183112,0.000666359,0.005793335,0.2339302,0.7132567],"study_design_scores_gemma":[0.0002974456,0.000754105,0.04198163,0.02564305,0.0003202556,0.009719241,0.01477849,0.0008103153,0.000824897,0.02978224,0.8747615,0.000326859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01426187,0.1595145,0.005795128,0.7852984,0.01386312,0.0001551725,0.0002505897,0.0003798008,0.02048142],"genre_scores_gemma":[0.1519247,0.3738917,0.04339195,0.3605536,0.05283607,0.0006953144,0.001252838,0.0009365468,0.01451726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.013172,"threshold_uncertainty_score":0.06966102,"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."}}