{"id":"W2412718376","doi":"10.1016/j.jtcvs.2016.05.034","title":"A vicious circle","year":2016,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Vascular anomalies and interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Virtuous circle and vicious circle; Shunt (medical); Control theory (sociology); Computer science; Medicine; Economics; Internal medicine; Artificial intelligence; Keynesian economics","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":[0.009049738,0.0008735238,0.001588411,0.001326425,0.01281502,0.01235985,0.001939082,0.0661481,0.01753503],"category_scores_gemma":[0.06250592,0.0007862928,0.001202844,0.0007037179,0.01576388,0.01368063,0.009862807,0.08905458,0.007426313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005785277,"about_ca_system_score_gemma":0.008923238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033206,"about_ca_topic_score_gemma":0.00605184,"domain_scores_codex":[0.9883549,0.003780599,0.0007343481,0.001742516,0.003703622,0.001684025],"domain_scores_gemma":[0.968348,0.01198488,0.001978146,0.001696311,0.004147823,0.01184483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002311426,0.00003771582,0.0008617942,0.00008846908,0.00003828836,0.005066348,0.0009313388,0.00006923241,0.0001333754,0.02481678,0.9544922,0.0134414],"study_design_scores_gemma":[0.00004212018,0.0000366077,0.0005475334,0.0005580254,0.0000202042,0.00614443,0.002281645,0.0001523065,0.00006678935,0.05792983,0.9321576,0.00006281307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003269065,0.001659903,0.0001115604,0.9692731,0.02379503,0.000003520792,0.000005863581,0.000011161,0.004812878],"genre_scores_gemma":[0.00656403,0.001043346,0.0001672573,0.9439045,0.04331964,0.00001256294,0.00000859344,0.00002030591,0.004959906],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0661481,"threshold_uncertainty_score":0.05866051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202208015834953,"score_gpt":0.2781918609774195,"score_spread":0.2561697808190699,"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."}}