{"id":"W3125078579","doi":"10.1016/j.jtcvs.2021.01.042","title":"Commentary: Another variable in the puzzle","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Variable (mathematics); Psychology; Mathematical economics; Mathematics; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.008510615,0.001200434,0.002820505,0.001375242,0.005961108,0.006649886,0.003513743,0.0940902,0.01049035],"category_scores_gemma":[0.06577545,0.00105933,0.001673395,0.001412072,0.00508966,0.008530954,0.002834649,0.07263368,0.008035791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006986429,"about_ca_system_score_gemma":0.01030425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008046966,"about_ca_topic_score_gemma":0.01185231,"domain_scores_codex":[0.991256,0.003193224,0.001152968,0.00127026,0.002149135,0.0009784156],"domain_scores_gemma":[0.9625494,0.02203953,0.002144705,0.0007573607,0.007223059,0.005285826],"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":[0.00003600832,0.00001420456,0.0002601444,0.00004397781,0.00001166531,0.0005266285,0.00008142198,0.00002455965,0.00003402353,0.001083539,0.9955826,0.002301239],"study_design_scores_gemma":[0.0002056628,0.00005947693,0.001025745,0.0008430283,0.00006389713,0.002097778,0.0009701466,0.0004726836,0.0001819666,0.01409776,0.9798443,0.0001373905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008146982,0.0004963125,0.00002389069,0.9815,0.01729463,0.000003484627,0.00002650096,0.000008020855,0.0005655971],"genre_scores_gemma":[0.000889199,0.0003420648,0.00007255874,0.9546477,0.0428432,0.00001448484,0.00001224177,0.00001066739,0.001167842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0940902,"threshold_uncertainty_score":0.05069029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03868575804175813,"score_gpt":0.3021174224786751,"score_spread":0.263431664436917,"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."}}