{"id":"W2099386773","doi":"10.2903/sp.efsa.2012.en-367","title":"Implementation of systematic reviews in EFSA scientific outputs workflow","year":2012,"lang":"en","type":"article","venue":"EFSA Supporting Publications","topic":"Agricultural safety and regulations","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Library science; Computer science","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":[0.5801521,0.004311254,0.01106292,0.04744225,0.005582895,0.03381466,0.0105125,0.008980288,0.1035375],"category_scores_gemma":[0.7227441,0.009226916,0.01652708,0.04525786,0.004731287,0.01918943,0.0305694,0.01285508,0.06830617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02103776,"about_ca_system_score_gemma":0.1865184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007835545,"about_ca_topic_score_gemma":0.005684988,"domain_scores_codex":[0.4127162,0.3439568,0.1653553,0.02191642,0.04916324,0.006891988],"domain_scores_gemma":[0.2085843,0.4021841,0.05882116,0.1370087,0.1783654,0.01503638],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002642084,0.000533631,0.002139776,0.1027439,0.00358545,0.0009233418,0.03059864,0.00445162,0.004673874,0.05736427,0.1892867,0.6010568],"study_design_scores_gemma":[0.003128098,0.0004398925,0.003896124,0.06818911,0.001232691,0.0002883796,0.004789799,0.004133314,0.003600389,0.0619436,0.8475381,0.0008204601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005865942,0.008683268,0.4897287,0.06018647,0.008968743,0.2347619,0.06435329,0.05838556,0.069066],"genre_scores_gemma":[0.01131728,0.003235598,0.8073903,0.003681755,0.000880081,0.1503842,0.01005401,0.004362148,0.008694607],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4198479,"threshold_uncertainty_score":0.5177473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07546258963171532,"score_gpt":0.3226844376741632,"score_spread":0.2472218480424478,"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."}}