{"id":"W2755269724","doi":"10.1055/s-0037-1606356","title":"Heart Team: Joint Position of the Swiss Society of Cardiology and the Swiss Society of Cardiac Surgery","year":2017,"lang":"en","type":"article","venue":"The Thoracic and Cardiovascular Surgeon","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cornerstone; Competence (human resources); Competitor analysis; Canadian Cardiovascular Society; Position (finance); Quality (philosophy); Cardiac surgery; Cardiology; Management; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.003042268,0.0002240719,0.001588738,0.00001979233,0.0004187459,0.00002003026,0.0001299588,0.0001366566,0.000003010488],"category_scores_gemma":[0.00007984621,0.0001109889,0.01008147,0.0000972616,0.001343715,0.00005767735,0.0002404225,0.0001826904,6.38793e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332205,"about_ca_system_score_gemma":0.0001095397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186184,"about_ca_topic_score_gemma":0.00000120816,"domain_scores_codex":[0.9979483,0.0006009659,0.0003873593,0.0002899161,0.0005258332,0.0002476257],"domain_scores_gemma":[0.997551,0.0002713947,0.0002762088,0.001611977,0.000209655,0.00007979511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009813501,0.0001096214,0.9066234,0.001359071,0.04217651,0.000003118538,0.001374966,0.00008902002,0.001648732,0.0002079708,0.008825288,0.03660091],"study_design_scores_gemma":[0.0008872533,0.00004062544,0.9840142,0.0002279795,0.007918857,0.00006681673,0.001124823,0.00006021797,0.00389328,0.0003341572,0.001292305,0.0001395508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520414,0.04483654,0.00006057002,0.001383194,0.0002800215,0.0007435681,0.0001162729,0.00001218706,0.0005262311],"genre_scores_gemma":[0.9903198,0.009285219,0.00002433495,0.00008428468,0.0001591831,0.00003188091,0.00001768381,0.00002245619,0.00005517995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0773907,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226061180573021,"score_gpt":0.2968661560160653,"score_spread":0.2746055442103351,"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."}}