{"id":"W3135838428","doi":"10.33695/jss.v2i2.106","title":"CARDIAC SURGERY AT A CROSS-POINT","year":2015,"lang":"en","type":"article","venue":"Journal of Surgical Sciences","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medicine; Human heart; Surgery; General surgery; Family medicine; Cardiology","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":[],"consensus_categories":[],"category_scores_codex":[0.001327885,0.00007891873,0.0004074831,0.00009075774,0.0000836539,0.00005119539,0.00006307539,0.00003331045,0.0001483061],"category_scores_gemma":[0.0001675668,0.00004500658,0.001305721,0.0002560614,0.0002532242,0.0001766685,0.00004153728,0.00007016108,0.00004641411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304982,"about_ca_system_score_gemma":0.0003506552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001448778,"about_ca_topic_score_gemma":2.095043e-7,"domain_scores_codex":[0.9985235,0.00005321659,0.0003076724,0.0001134904,0.0008025765,0.0001995058],"domain_scores_gemma":[0.9987404,0.0002132359,0.0001645997,0.00007728649,0.0002306862,0.0005737515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002801825,0.0001109056,0.9906938,0.000005285687,0.0001259904,0.0004834089,0.00003264097,0.00001237853,0.00001296943,0.00005479436,0.007020502,0.001167144],"study_design_scores_gemma":[0.001383542,0.0004852251,0.903302,0.00009436699,0.0002974888,0.001011355,0.0001888049,0.00001182598,0.0002732833,0.0003115459,0.09252085,0.0001197616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834499,0.003736911,0.000001103196,0.0009879788,0.000711594,0.00005041121,0.000006267763,0.000006547639,0.01104932],"genre_scores_gemma":[0.998759,0.0003472048,0.00006176848,0.00006561945,0.0003985301,9.532492e-7,0.000001247065,0.000003654171,0.0003619843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08739184,"threshold_uncertainty_score":0.1835315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06106891669034948,"score_gpt":0.4029686643110121,"score_spread":0.3418997476206627,"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."}}