{"id":"W3083911301","doi":"10.1093/cid/ciaa1353","title":"Methodological and Reporting Quality of Noninferiority Randomized Controlled Trials Comparing Antibiotic Therapies: A Systematic Review","year":2020,"lang":"en","type":"review","venue":"Clinical Infectious Diseases","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Blinding; Randomized controlled trial; Systematic review; MEDLINE; Confidence interval; Protocol (science); Meta-analysis; Odds ratio; Intensive care medicine; Food and drug administration; Internal medicine; Alternative medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.8413501,0.001341259,0.3595101,0.0004101409,0.0001879001,0.0009175332,0.001727755,0.00055431,0.001193818],"category_scores_gemma":[0.9859631,0.0004709346,0.07878127,0.001648962,0.0007504782,0.0001431621,0.0005148174,0.0008532091,0.0002470529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005162014,"about_ca_system_score_gemma":0.0005830393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001112085,"about_ca_topic_score_gemma":0.000003676108,"domain_scores_codex":[0.2640335,0.540073,0.1892267,0.002205553,0.004112265,0.0003489404],"domain_scores_gemma":[0.0131381,0.6511101,0.3277229,0.005160379,0.002148381,0.0007201332],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006367039,0.0002861279,0.002293422,0.9304199,0.01642433,0.00001879375,0.00002313584,3.58944e-7,2.487088e-8,0.00102398,0.0005202534,0.04835301],"study_design_scores_gemma":[0.0436874,0.0001830603,0.0002428626,0.6784086,0.2524187,0.0000469403,0.0000705759,0.0003050563,1.431997e-8,0.003763235,0.01989533,0.0009782303],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006186457,0.9698381,0.004304192,0.00009098784,0.0005971601,0.02439341,0.00006169143,0.00004204692,0.0006105375],"genre_scores_gemma":[0.001284527,0.9967266,0.0003639954,0.0003450238,0.0002506259,0.0008235548,0.00002533646,0.00003623574,0.0001440477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2807288,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9643438506930195,"score_gpt":0.7238925584481332,"score_spread":0.2404512922448864,"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."}}