{"id":"W2070877465","doi":"10.1016/j.jclinepi.2008.02.004","title":"Systematic reviews can be produced and published faster","year":2008,"lang":"en","type":"article","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa; Children's Hospital of Eastern Ontario","funders":"U.S. Public Health Service","keywords":"Systematic review; MEDLINE; Medicine; Journal club; Grey literature; Quartile; Scopus; Interquartile range; Psychological intervention; Library science; Family medicine; Medical education; Computer science; Political science; Surgery; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7781477,0.0003367216,0.03040363,0.0003866467,0.0001167694,0.0001309772,0.001967457,0.0002983152,0.001985866],"category_scores_gemma":[0.9498925,0.0001233319,0.005871148,0.0006655083,0.0003348665,0.0003598574,0.0001661213,0.0008642424,0.0004078408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001930825,"about_ca_system_score_gemma":0.000200327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000050448,"about_ca_topic_score_gemma":0.00001247215,"domain_scores_codex":[0.5302786,0.3162261,0.1476763,0.001497695,0.003708787,0.0006125454],"domain_scores_gemma":[0.2608849,0.5396426,0.1838204,0.007966759,0.005942841,0.001742486],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003228727,0.0001150645,0.3784102,0.001844737,0.0005926145,0.00004897937,0.0002792643,0.00001301666,0.000006997964,0.00126599,0.6116162,0.005774691],"study_design_scores_gemma":[0.002045884,0.001402521,0.2686452,0.003945919,0.002053675,0.005449392,0.0004812929,0.004061824,0.000004846532,0.04372612,0.6674767,0.00070663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7470256,0.03907808,0.03165647,0.1659657,0.007100372,0.004640968,0.00001442285,0.00000996182,0.00450845],"genre_scores_gemma":[0.8676659,0.01284236,0.04881807,0.04424776,0.003580307,0.00007895083,0.000004991133,0.00004727808,0.02271442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2693936,"threshold_uncertainty_score":0.9989265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9423567029623191,"score_gpt":0.6608303438083841,"score_spread":0.281526359153935,"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."}}