{"id":"W4399722044","doi":"10.1016/j.jclinepi.2024.111428","title":"Panel stacking is a threat to consensus statement validity","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Epidemiology","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Impact; Children's Hospital Research Institute of Manitoba; Ottawa Hospital; Alberta Health; McMaster University; Jewish General Hospital; University of Ottawa; Ottawa Public Health; Hamilton Health Sciences","funders":"National Institute of General Medical Sciences; Norwegian Institute of Public Health; HORIZON EUROPE Framework Programme; Università di Bologna; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Pfizer; European Commission; Genentech; AstraZeneca; Eli Lilly and Company; National Science Foundation","keywords":"Delphi method; Transparency (behavior); Delphi; Political science; Scientific consensus; Statement (logic); Public relations; Law and economics; Law; Economics; 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":["metaresearch"],"category_scores_codex":[0.613269,0.001092499,0.002598202,0.008991274,0.01200863,0.007141568,0.007183163,0.01001924,0.008284677],"category_scores_gemma":[0.805335,0.002646357,0.003415209,0.004108439,0.01179122,0.008347319,0.01329523,0.01369901,0.002654227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006786907,"about_ca_system_score_gemma":0.02295786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003066908,"about_ca_topic_score_gemma":0.00485754,"domain_scores_codex":[0.1985927,0.5906569,0.05733938,0.01656461,0.1309294,0.005917173],"domain_scores_gemma":[0.07294992,0.7525953,0.02809858,0.07238126,0.06946301,0.004511931],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001581819,0.0008461751,0.02407191,0.004728263,0.002348353,0.001571912,0.08804569,0.003474211,0.004732142,0.2016861,0.1245098,0.5424037],"study_design_scores_gemma":[0.001206271,0.001180777,0.02679993,0.01935893,0.0009559984,0.005157657,0.0454419,0.04674445,0.008991653,0.6467595,0.1966427,0.0007601496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1305167,0.004122781,0.4548123,0.2841065,0.01806001,0.01227558,0.0009021856,0.001374254,0.09382962],"genre_scores_gemma":[0.5839655,0.0008641556,0.3227642,0.05988903,0.004051991,0.01850459,0.0006066506,0.0004030353,0.00895085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.386731,"threshold_uncertainty_score":0.4769083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8741846453546281,"score_gpt":0.7067478297603079,"score_spread":0.1674368155943202,"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."}}