{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002425519,0.0007417073,0.0005053229,0.001266419,0.002981843,0.006692036,0.0009526699,0.004653268,0.07700463],"category_scores_gemma":[0.00562766,0.0003481524,0.0006174769,0.0005411872,0.002491338,0.005378108,0.007687811,0.009999937,0.01985427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001966959,"about_ca_system_score_gemma":0.003074965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139037,"about_ca_topic_score_gemma":0.002281315,"domain_scores_codex":[0.9978563,0.0002598763,0.0001133573,0.0003839246,0.001019202,0.0003673554],"domain_scores_gemma":[0.9953728,0.0004227565,0.0002087251,0.0002392459,0.000970918,0.002785431],"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":[0.000135584,0.0001748607,0.006392607,0.0005468791,0.0000746649,0.005771374,0.001514791,0.0001893431,0.001645678,0.1009195,0.647955,0.2346797],"study_design_scores_gemma":[0.00001302757,0.0001479152,0.003639392,0.001728493,0.00002134427,0.0120259,0.000980525,0.00007824359,0.0002706685,0.01485015,0.9662127,0.00003160669],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01798997,0.1178634,0.007628061,0.2901046,0.1293982,0.0001289492,0.0003731802,0.0007226233,0.435791],"genre_scores_gemma":[0.1693884,0.1072079,0.006419545,0.3159049,0.1276973,0.0001251737,0.0008261963,0.0006226387,0.271808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07700463,"threshold_uncertainty_score":0.2576062,"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."}}