{"id":"W2782690598","doi":"10.5195/jmla.2018.82","title":"Roles for librarians in systematic reviews: a scoping review","year":2018,"lang":"en","type":"review","venue":"Journal of the Medical Library Association JMLA","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Systematic review; Medical library; MEDLINE; Vocabulary; Cochrane Library; Grey literature; Digital library; Library science; Peer review; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_broad","insufficient_payload"],"category_scores_codex":[0.3521625,0.0006591449,0.02792674,0.0007178872,0.0001464622,0.001169569,0.007894329,0.0006467421,0.006199073],"category_scores_gemma":[0.5689522,0.0002295975,0.01554262,0.003459744,0.00005412122,0.001258488,0.0004732243,0.001052198,0.0008674155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002177596,"about_ca_system_score_gemma":0.002269497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.78047e-7,"about_ca_topic_score_gemma":0.000003039913,"domain_scores_codex":[0.8627666,0.07640976,0.04719332,0.000733256,0.01245177,0.000445319],"domain_scores_gemma":[0.6973898,0.1046539,0.1891345,0.006199896,0.001707921,0.0009139213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001353699,0.00004268169,0.00005516074,0.4986943,0.0004114826,0.000005805886,0.00003840586,1.298815e-7,2.10584e-9,0.0001335425,0.4582694,0.04234776],"study_design_scores_gemma":[0.00008808533,0.00001895298,0.000001340361,0.4938847,0.001748762,0.00004702122,0.000008800137,0.00002079736,2.129961e-8,0.0005499278,0.5035207,0.0001108793],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.729587e-7,0.9824017,0.0005582671,0.005455303,0.00185587,0.008804564,0.0000297527,0.000005067546,0.0008891859],"genre_scores_gemma":[1.991615e-7,0.9823914,0.00098701,0.002659027,0.001371558,0.0003505624,0.00001060313,0.0000463305,0.01218333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2167898,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6925375138479057,"score_gpt":0.5578397078762015,"score_spread":0.1346978059717042,"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."}}