{"id":"W2469797092","doi":"10.18438/b8f630","title":"Evaluating Approaches to Quality Assessment in Library and Information Science LIS Systematic Reviews: A Methodology Review","year":2016,"lang":"en","type":"review","venue":"Evidence Based Library and Information Practice","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Quality assessment; Quality (philosophy); MEDLINE; Medicine; Computer science; External quality assessment; Pathology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","scholarly_communication","insufficient_payload"],"category_scores_codex":[0.367828,0.000894377,0.01121318,0.003038325,0.0003698539,0.005541172,0.002921348,0.0003003158,0.001720994],"category_scores_gemma":[0.4358312,0.0004274321,0.001104922,0.007993051,0.0002179133,0.4785273,0.001138255,0.0007554746,0.001530762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007101471,"about_ca_system_score_gemma":0.002035209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001716143,"about_ca_topic_score_gemma":3.11777e-8,"domain_scores_codex":[0.7710543,0.1682359,0.04812479,0.002151203,0.009492497,0.0009414033],"domain_scores_gemma":[0.7654475,0.1754687,0.05028284,0.007120936,0.0007533463,0.0009266758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001177112,0.00001450722,0.00001486029,0.3056187,0.00004495327,6.94778e-7,0.0001597572,0.000003523388,8.819675e-8,0.07952387,0.001459443,0.6131478],"study_design_scores_gemma":[0.0000934701,0.00008047461,0.00006587921,0.2519743,0.0007098849,0.0000514731,0.0002709966,0.0007546032,4.2783e-7,0.0001578344,0.7454577,0.00038301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001449985,0.9462963,0.01389266,0.02231159,0.0002296565,0.011222,0.00004576153,0.00003001948,0.005970574],"genre_scores_gemma":[0.000003093781,0.8808303,0.08902953,0.02797537,0.00005239467,0.001774308,0.0000697182,0.00001596421,0.0002492762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7439982,"threshold_uncertainty_score":0.9998177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9301618621525981,"score_gpt":0.6337981688306544,"score_spread":0.2963636933219437,"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."}}