{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00186918,0.0002758974,0.001821928,0.0004803521,0.00007773895,0.00005281393,0.0001174787,0.0005517474,0.0002024784],"category_scores_gemma":[0.0001859831,0.0001976485,0.008446284,0.0001337869,0.0001069537,0.0001356256,0.00005881534,0.001140887,0.00003241429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006557014,"about_ca_system_score_gemma":0.0002288993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001062316,"about_ca_topic_score_gemma":2.343228e-7,"domain_scores_codex":[0.9973568,0.0002716306,0.0008132076,0.0002704176,0.0009257719,0.000362206],"domain_scores_gemma":[0.9982123,0.0001627794,0.0003988088,0.0006330552,0.0004309434,0.0001620846],"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":[0.00005143433,0.00002482289,0.0004448363,0.0007854855,0.008411101,0.006247603,0.00001854862,5.025585e-7,0.00001091274,7.318378e-7,0.7535487,0.2304553],"study_design_scores_gemma":[0.0002526242,0.0001235781,0.001400128,0.00226071,0.003820253,0.01597161,0.00002255253,8.017436e-7,0.00007742178,0.0000652831,0.9757747,0.0002303501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02197207,0.3763294,0.009690288,0.5828699,0.004704094,0.0005246985,0.00006101784,0.00007107273,0.003777449],"genre_scores_gemma":[0.154264,0.08548669,0.001054544,0.6595774,0.08131816,0.00004473822,0.0001458155,0.0006279615,0.01748073],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2908427,"threshold_uncertainty_score":0.8518304,"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."}}