{"id":"W3206940163","doi":"10.12688/f1000research.27337.1","title":"Using citation tracking for systematic literature searching - study protocol for a scoping review of methodological studies and an expert survey","year":2020,"lang":"en","type":"review","venue":"F1000Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"CINAHL; Citation; Systematic review; Web of science; Information retrieval; MEDLINE; Tracking (education); Science Citation Index; Data science; Computer science; Citation analysis; Medicine; Meta-analysis; World Wide Web; Psychology; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4460025,0.00657304,0.01477004,0.0398121,0.008071618,0.01502113,0.006980203,0.01786273,0.1614804],"category_scores_gemma":[0.5882156,0.01079909,0.01707165,0.03843453,0.01011071,0.02315148,0.01625951,0.01874911,0.06781309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02009761,"about_ca_system_score_gemma":0.1281392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004083595,"about_ca_topic_score_gemma":0.006522895,"domain_scores_codex":[0.572341,0.2466072,0.1350203,0.01459667,0.02483752,0.006597292],"domain_scores_gemma":[0.3830095,0.2904848,0.07234407,0.07704902,0.1656928,0.01141984],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01002144,0.001358789,0.002336254,0.376534,0.002356294,0.0007352373,0.01282341,0.002584994,0.002434025,0.02780532,0.3749588,0.1860515],"study_design_scores_gemma":[0.03210844,0.002449125,0.00776957,0.2620419,0.002547946,0.0005020582,0.008706059,0.005946304,0.004063732,0.06023571,0.6116918,0.001937429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003458855,0.000429186,0.01142944,0.001916855,0.001276206,0.973592,0.008909268,0.0006372458,0.001463918],"genre_scores_gemma":[0.0002376971,0.0001267428,0.009989095,0.0002442537,0.00003681909,0.9886152,0.0005046949,0.00002965684,0.0002159331],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5539975,"threshold_uncertainty_score":0.6831775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9933818735218461,"score_gpt":0.8231867161890631,"score_spread":0.170195157332783,"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."}}