{"id":"W2068016549","doi":"10.1111/j.1471-1842.2008.00823.x","title":"Consistency and accuracy of indexing systematic review articles and meta‐analyses in <scp>medline</scp>","year":2009,"lang":"en","type":"review","venue":"Health Information & Libraries Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"U.S. National Library of Medicine; Canadian Institutes of Health Research","keywords":"MEDLINE; Meta-analysis; Systematic review; Search engine indexing; Information retrieval; Medicine; Publication bias; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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_narrow","metaepi_broad","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08626609,0.0006791098,0.0226139,0.001912068,0.0003216499,0.002530642,0.001165404,0.0002081968,0.0003663841],"category_scores_gemma":[0.1205773,0.0003033892,0.00242139,0.002594776,0.0001404576,0.004686995,0.0001856653,0.000742346,0.0001080141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005665465,"about_ca_system_score_gemma":0.001226637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006761359,"about_ca_topic_score_gemma":0.000004603276,"domain_scores_codex":[0.9403515,0.0155908,0.039187,0.0004442362,0.003953424,0.0004730469],"domain_scores_gemma":[0.9237538,0.01993765,0.05273814,0.001875381,0.001114993,0.0005800136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[6.302834e-7,0.00001681863,0.00001655117,0.8242111,0.00154974,0.000002883102,0.001250678,0.000003159125,5.570994e-9,0.002007139,0.01018552,0.1607557],"study_design_scores_gemma":[0.0002294202,0.00009440159,0.00005080187,0.2805716,0.02402061,0.001226397,0.002801754,0.000342004,1.488627e-7,0.003629925,0.6868118,0.000221139],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007084896,0.9946582,0.000996599,0.0008378518,0.00008738373,0.002730116,0.00003862688,0.000006215384,0.0006379792],"genre_scores_gemma":[0.00002989548,0.9937969,0.003585883,0.002284879,0.00003668181,0.00007367266,0.00002272467,0.00001212198,0.000157222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6766263,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7935897364643344,"score_gpt":0.5667424302171852,"score_spread":0.2268473062471492,"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."}}