{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6482695,0.003411898,0.008919874,0.04853931,0.0104267,0.02807808,0.00595033,0.01326379,0.004559407],"category_scores_gemma":[0.7335017,0.005531468,0.00696705,0.04921133,0.01362463,0.0352146,0.01609833,0.009088412,0.002874651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01985228,"about_ca_system_score_gemma":0.1290225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006898015,"about_ca_topic_score_gemma":0.02416373,"domain_scores_codex":[0.2209087,0.6032543,0.1294975,0.006702278,0.03646334,0.003173817],"domain_scores_gemma":[0.1223534,0.693933,0.05419674,0.01551765,0.1073181,0.006681097],"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":[0.0004653266,0.0001329433,0.004458634,0.4417302,0.002035609,0.0005972821,0.02731033,0.0002737695,0.0008113058,0.01358547,0.07903254,0.4295665],"study_design_scores_gemma":[0.0002152768,0.000138584,0.001343665,0.8947582,0.001845555,0.0004374039,0.006331155,0.0003427627,0.0001949252,0.006716541,0.08753707,0.0001390077],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001477892,0.8626873,0.01528411,0.09862151,0.007907235,0.008555159,0.000308736,0.0002814405,0.004876554],"genre_scores_gemma":[0.02566128,0.7607274,0.1463547,0.0269204,0.004688879,0.03287723,0.0005020637,0.0002133588,0.002054721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9719219,"threshold_uncertainty_score":0.4337463,"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."}}