{"id":"W3187714556","doi":"10.1111/ajt.16799","title":"Caution when using publicly available datasets","year":2021,"lang":"en","type":"letter","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Cohort; Demography; Gerontology; Internal medicine","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":[0.09118164,0.0009888413,0.002623665,0.004532406,0.003992342,0.01133606,0.005558714,0.02579543,0.0150138],"category_scores_gemma":[0.3998524,0.001858034,0.002747814,0.005792355,0.004777235,0.01076874,0.007036723,0.03313695,0.0165723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003636629,"about_ca_system_score_gemma":0.01127534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01657649,"about_ca_topic_score_gemma":0.02861771,"domain_scores_codex":[0.9092661,0.04957497,0.01503766,0.004346962,0.01893625,0.002838014],"domain_scores_gemma":[0.6332559,0.2933625,0.01401263,0.02165542,0.03039424,0.007319256],"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":[0.00004076954,0.00001503236,0.001490968,0.0000904781,0.00006189707,0.0002134742,0.0002560833,0.00005693369,0.0000255812,0.004415263,0.9844901,0.008843413],"study_design_scores_gemma":[0.0002094939,0.00002794371,0.003715215,0.002875781,0.0001771636,0.0007058898,0.001123136,0.00104052,0.0002867584,0.05640166,0.9332665,0.0001699323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005065873,0.0005475827,0.001015276,0.9727738,0.01702523,0.00006547069,0.00297249,0.0001417332,0.004951782],"genre_scores_gemma":[0.003201687,0.0004137032,0.002497171,0.9782703,0.01114214,0.0003227403,0.00112346,0.0001135616,0.00291521],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9088184,"threshold_uncertainty_score":0.4822204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04257882540091739,"score_gpt":0.3018796331090119,"score_spread":0.2593008077080945,"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."}}