{"id":"W4292647055","doi":"10.1186/s13643-022-02051-x","title":"Impact of industry sponsorship on the quality of systematic reviews of vaccines: a cross-sectional analysis of studies published from 2016 to 2019","year":2022,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; St. Michael's Hospital; Public Health Agency of Canada; Health Canada","funders":"","keywords":"Medicine; Systematic review; Sample size determination; Quality Score; Quality (philosophy); MEDLINE; Health care; Family medicine; Statistics; Marketing","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":[0.2076955,0.0007910961,0.004576238,0.02358104,0.001333134,0.004908323,0.002137131,0.002027886,0.002846006],"category_scores_gemma":[0.5201011,0.001268624,0.01079257,0.02850518,0.002290768,0.005763497,0.005596067,0.002113633,0.0003561757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004009655,"about_ca_system_score_gemma":0.008576468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004851451,"about_ca_topic_score_gemma":0.007795264,"domain_scores_codex":[0.6837962,0.09234291,0.1652081,0.0130659,0.04271416,0.002872714],"domain_scores_gemma":[0.2126547,0.4173796,0.3107441,0.01593324,0.03928875,0.003999706],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001962699,0.00008742489,0.8587863,0.07507659,0.03016077,0.000367143,0.004099713,0.0004245818,0.0003463526,0.0004892495,0.002342634,0.02585649],"study_design_scores_gemma":[0.0003769388,0.0007722073,0.9240072,0.04174262,0.01961686,0.001626648,0.002900602,0.0006037413,0.000335465,0.0005134457,0.007372415,0.0001318113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5311105,0.4257308,0.003923978,0.007322771,0.0006465106,0.002464614,0.02502477,0.0001184758,0.003657611],"genre_scores_gemma":[0.9451867,0.03896274,0.004516974,0.001254978,0.0003497255,0.003376862,0.005861095,0.00007478124,0.0004161618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923045,"threshold_uncertainty_score":0.9770525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8265413580967658,"score_gpt":0.6059681053059878,"score_spread":0.220573252790778,"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."}}