{"id":"W6906237908","doi":"10.17605/osf.io/frg5z","title":"Systematic review and meta-analysis of diabetes medication use and cancer risk","year":2021,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Observational study; Diabetes mellitus; Randomized controlled trial; Systematic review; Clinical trial; Cancer; MEDLINE; Pancreatic cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.01059572,0.002198359,0.01151176,0.007076067,0.0004980215,0.002179231,0.001427695,0.001526285,0.008850839],"category_scores_gemma":[0.04533151,0.001081734,0.01572282,0.009172278,0.0004508944,0.001270442,0.001335611,0.001481272,0.0008448996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002424437,"about_ca_system_score_gemma":0.007046422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01135317,"about_ca_topic_score_gemma":0.02791294,"domain_scores_codex":[0.9918396,0.00429324,0.002272427,0.0006281945,0.0007676854,0.0001988476],"domain_scores_gemma":[0.9813645,0.01362041,0.002588669,0.0006764717,0.001528302,0.0002214734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0006881348,0.00001845846,0.001607944,0.7265707,0.2349435,0.00008711682,0.00005581462,0.0004352928,0.0001431893,0.0004366176,0.005339955,0.02967321],"study_design_scores_gemma":[0.001239559,0.0001868791,0.005050181,0.1732646,0.8000072,0.0001640392,0.0000612892,0.0003070899,0.0002256242,0.001490605,0.01794665,0.00005633129],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001713093,0.9883259,0.001301057,0.0008026403,0.0004794579,0.0008509997,0.00550343,0.00007709431,0.0009463442],"genre_scores_gemma":[0.04692931,0.9400906,0.005004698,0.00148826,0.0004642922,0.002345703,0.002768121,0.00005811193,0.0008508627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01151176,"threshold_uncertainty_score":0.05603623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442938755949294,"score_gpt":0.3430221270262161,"score_spread":0.3085927394667232,"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."}}