{"id":"W2789140267","doi":"10.1186/s12916-018-1018-6","title":"Reproducibility of clinical research in critical care: a scoping review","year":2018,"lang":"en","type":"review","venue":"BMC Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; St. Michael's Hospital; University of Calgary","funders":"Alberta Innovates","keywords":"Medicine; Specialty; Randomized controlled trial; Clinical trial; MEDLINE; Clinical Practice; Clinical research; Alternative medicine; Family medicine; Intensive care; Clinical study design; Intensive care medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reproducibility","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"],"domain":"reproducibility","study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4039851,0.002806712,0.01302791,0.04902914,0.004211242,0.01778246,0.007118638,0.00914259,0.002961432],"category_scores_gemma":[0.7161705,0.004263139,0.01118804,0.04248071,0.0107112,0.01692975,0.01136347,0.005545671,0.0007320934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01482777,"about_ca_system_score_gemma":0.06194464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007148445,"about_ca_topic_score_gemma":0.009524478,"domain_scores_codex":[0.5272631,0.2541948,0.1422368,0.01500502,0.05840841,0.00289192],"domain_scores_gemma":[0.1369766,0.7399929,0.05667032,0.02418493,0.04078226,0.001392947],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002427219,0.00006739784,0.00478301,0.736684,0.007095871,0.0002937206,0.004630428,0.0007603366,0.0003161443,0.008864732,0.00656809,0.2296935],"study_design_scores_gemma":[0.00006725647,0.00007740434,0.002078358,0.9612324,0.00558365,0.0002382839,0.001027252,0.0002995594,0.0001881029,0.004996655,0.02414753,0.00006355612],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001763486,0.9765663,0.007882057,0.006855888,0.001413876,0.003097607,0.0003909137,0.00006671343,0.001963205],"genre_scores_gemma":[0.05866639,0.8921242,0.03027475,0.004331371,0.001428981,0.0118309,0.0009264448,0.0001129283,0.000303955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5960149,"threshold_uncertainty_score":0.7349925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9900117962764459,"score_gpt":0.8171614305301508,"score_spread":0.1728503657462951,"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."}}