{"id":"W4414494722","doi":"10.1101/2025.09.24.25336459","title":"Factors influencing the trustworthiness of non-randomized studies of interventions: a survey of international experts","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"Université Paris-Est Créteil Val-de-Marne; Cairo University; Queensland University of Technology","keywords":"Credibility; Trustworthiness; Observational study; Thematic analysis; Psychological intervention; Field (mathematics); Qualitative research; Systematic review","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":[0.2674078,0.0004918303,0.001430765,0.006477722,0.002398656,0.004226367,0.001650809,0.002299398,0.001709983],"category_scores_gemma":[0.4896342,0.001034125,0.001313156,0.00314954,0.004353998,0.004252475,0.004675345,0.002192042,0.0002665445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003877366,"about_ca_system_score_gemma":0.005484526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002616182,"about_ca_topic_score_gemma":0.001613018,"domain_scores_codex":[0.7186347,0.1983938,0.04422369,0.00832189,0.02542566,0.005000408],"domain_scores_gemma":[0.3577147,0.4959132,0.07970595,0.01741315,0.04083462,0.008418259],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001107746,0.0002528729,0.5520433,0.006429913,0.0007728145,0.001246065,0.3572783,0.0006236256,0.002943792,0.002358349,0.003666361,0.07127692],"study_design_scores_gemma":[0.0004831251,0.001861522,0.5301011,0.01465146,0.001050165,0.004773237,0.386024,0.009237714,0.004093101,0.00919203,0.03788369,0.0006488606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969996,0.004068244,0.01156446,0.008031592,0.0001404464,0.001520446,0.0002820197,0.00004334785,0.004353447],"genre_scores_gemma":[0.9912048,0.001190247,0.005164455,0.001286914,0.00007899166,0.0008422764,0.00008266926,0.00002101453,0.0001285344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7325922,"threshold_uncertainty_score":0.9034166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8075097251397945,"score_gpt":0.5840354178605625,"score_spread":0.223474307279232,"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."}}