{"id":"W3133653630","doi":"10.1016/j.jtcvs.2021.02.083","title":"Commentary: Show me the data","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Psychology; Computer science","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":[0.005378478,0.001431613,0.002844424,0.001327068,0.00697564,0.008060344,0.003768159,0.09946278,0.02211465],"category_scores_gemma":[0.04969328,0.001212797,0.002360311,0.001258519,0.003788895,0.004692019,0.002687285,0.07129393,0.02285933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007400989,"about_ca_system_score_gemma":0.01174585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01598123,"about_ca_topic_score_gemma":0.01937351,"domain_scores_codex":[0.9934773,0.001646198,0.0007131178,0.0007992617,0.002256639,0.001107467],"domain_scores_gemma":[0.9829383,0.00724919,0.001336415,0.0005311403,0.004688654,0.003256264],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003174798,0.00001132563,0.0001566383,0.00003052966,0.00001287687,0.0004064175,0.0000423811,0.00002011204,0.00003361916,0.0006318766,0.997372,0.001250604],"study_design_scores_gemma":[0.0001905285,0.00005444598,0.0007991078,0.0005995812,0.00007392988,0.0009379257,0.0004713743,0.0003946388,0.0001573435,0.006487203,0.9897368,0.0000971853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001058812,0.0004622793,0.00003949831,0.9561972,0.0404296,0.00001411337,0.00009624126,0.00002186473,0.0026333],"genre_scores_gemma":[0.001143508,0.0003416424,0.00007799771,0.9588214,0.03318512,0.00003926305,0.00003992428,0.00001941902,0.00633177],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9946215,"threshold_uncertainty_score":0.07398081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04991428909918173,"score_gpt":0.340579613293899,"score_spread":0.2906653241947173,"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."}}