{"id":"W4381663760","doi":"10.1002/cesm.12015","title":"The impact of blinding on trial results: A systematic review and meta‐analysis","year":2023,"lang":"en","type":"review","venue":"Cochrane Evidence Synthesis and Methods","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Dalhousie University; McMaster University","funders":"","keywords":"Blinding; Meta-analysis; Systematic review; Medicine; MEDLINE; Randomized controlled trial; Psychology; Internal medicine; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","scholarly_communication"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.5648139,0.001279328,0.06542823,0.001652311,0.000440919,0.001523367,0.003424414,0.0003554727,0.0007718995],"category_scores_gemma":[0.6644146,0.0003957136,0.03098278,0.007959851,0.0002874224,0.0002502305,0.0004239564,0.0004980227,0.0002237944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007248952,"about_ca_system_score_gemma":0.000300726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003932703,"about_ca_topic_score_gemma":0.000009889506,"domain_scores_codex":[0.7825568,0.175317,0.03262042,0.002850967,0.00601485,0.0006399013],"domain_scores_gemma":[0.3634265,0.5866313,0.03589266,0.01196567,0.001600274,0.0004835845],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001092646,0.00002682502,2.277951e-7,0.674377,0.2338021,0.000004574711,0.00006374223,0.000002958796,1.033831e-7,0.0001741099,0.001659118,0.08977994],"study_design_scores_gemma":[0.0001859862,0.0001161082,8.974168e-7,0.1728938,0.817747,0.00001720144,0.00006098421,0.00009058235,4.607999e-7,0.0002247157,0.008326744,0.0003354947],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.823487e-7,0.9902105,0.00155485,0.0003051024,0.0001151695,0.007412676,0.0001623058,0.00001131793,0.0002274112],"genre_scores_gemma":[0.000006144566,0.9908555,0.003494189,0.00003573461,0.00006154384,0.00188241,0.000003964081,0.00004748106,0.0036131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5839449,"threshold_uncertainty_score":0.9999959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8658247305796027,"score_gpt":0.6860013032796629,"score_spread":0.1798234272999398,"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."}}