{"id":"W3183759400","doi":"10.21037/hbsn-21-258","title":"Prognostic risk scores for liver transplantation: game changers or statistical artworks?","year":2021,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Liver transplantation; Transplantation; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01736779,0.000670562,0.001983098,0.001311628,0.001957466,0.003681173,0.002173146,0.0166501,0.008273847],"category_scores_gemma":[0.08905249,0.0005272351,0.001258555,0.001453195,0.003743802,0.005638943,0.001433843,0.01783517,0.004321638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002676911,"about_ca_system_score_gemma":0.003787135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004993544,"about_ca_topic_score_gemma":0.01106873,"domain_scores_codex":[0.9919209,0.004795971,0.0009121742,0.0004397466,0.001574643,0.0003564792],"domain_scores_gemma":[0.9459714,0.04083,0.001773444,0.001781062,0.006100147,0.003544035],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003834891,0.0001355029,0.008989154,0.00008048808,0.00007471983,0.0005775446,0.0001542415,0.0002232699,0.0001330711,0.01006884,0.9027032,0.0764765],"study_design_scores_gemma":[0.002147979,0.000565582,0.02030687,0.00146294,0.0002719861,0.003052947,0.001964471,0.006924569,0.000382525,0.1889859,0.7735764,0.0003577833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005919869,0.001178911,0.0002311334,0.9911469,0.00508933,0.000007353676,0.00005614379,0.00001664545,0.00168165],"genre_scores_gemma":[0.02214868,0.003556307,0.002569322,0.8685737,0.09792492,0.0001134068,0.0001849611,0.00005182475,0.004876793],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9826322,"threshold_uncertainty_score":0.0918507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977207451300875,"score_gpt":0.2630690512909781,"score_spread":0.2232969767779694,"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."}}