{"id":"W3023768064","doi":"10.1016/j.xjon.2020.04.006","title":"Commentary: Achilles' heel","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mitral valve replacement; Medicine; Complication; Cardiology; Mitral valve; Surgery; Internal medicine","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":[0.005437563,0.001952934,0.002988167,0.001988958,0.00370991,0.005396645,0.006667364,0.05869533,0.03583218],"category_scores_gemma":[0.04762825,0.001109654,0.002296217,0.001358296,0.005600396,0.009670189,0.003379128,0.05474678,0.02080418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005825276,"about_ca_system_score_gemma":0.007710062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005992724,"about_ca_topic_score_gemma":0.005128483,"domain_scores_codex":[0.9946502,0.001394282,0.0006257498,0.0008687318,0.001867213,0.0005938559],"domain_scores_gemma":[0.9714941,0.01239957,0.001412392,0.0009300668,0.009261294,0.00450255],"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":[0.00001747238,0.000007547073,0.00003506916,0.0001053644,0.000007404142,0.000267977,0.00002967461,0.00001745427,0.00002418746,0.0003343656,0.996394,0.002759536],"study_design_scores_gemma":[0.00008878527,0.0000403811,0.0002726461,0.0009977404,0.0000258963,0.001232693,0.0003251485,0.0001119067,0.0001134369,0.002532479,0.9941963,0.00006263168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00009420423,0.002609042,0.00007525932,0.7483684,0.2470745,0.00002665025,0.0001029871,0.00007108068,0.001577749],"genre_scores_gemma":[0.00107352,0.001610637,0.0001199276,0.8480674,0.1444142,0.00005423915,0.00005624992,0.00003466786,0.004569159],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05869533,"threshold_uncertainty_score":0.1198707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664075630122359,"score_gpt":0.3914396457937853,"score_spread":0.3747988894925617,"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."}}