{"id":"W3040674444","doi":"10.1016/j.jclinepi.2020.06.034","title":"Is it always possible to complete a systematic review in 2 weeks? Further thoughts and considerations","year":2020,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Systematic review; Medicine; MEDLINE; Political 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":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3515535,0.002482608,0.009077112,0.004882731,0.003772054,0.01922157,0.006862543,0.02217826,0.02727657],"category_scores_gemma":[0.7655014,0.003072955,0.01039268,0.004433633,0.01037453,0.03422759,0.008259958,0.03258043,0.006719465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008294202,"about_ca_system_score_gemma":0.03709609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007118263,"about_ca_topic_score_gemma":0.01886638,"domain_scores_codex":[0.6735405,0.2265811,0.05333205,0.00931342,0.03319225,0.004040603],"domain_scores_gemma":[0.14353,0.7294402,0.03051325,0.01388802,0.06652144,0.01610705],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003035358,0.0003428807,0.002130702,0.04449072,0.003980292,0.001207383,0.00330479,0.0008916603,0.0006876235,0.03165501,0.6712776,0.236996],"study_design_scores_gemma":[0.004578413,0.001948319,0.006914745,0.1829516,0.006211293,0.003092278,0.008068874,0.003606871,0.0005420139,0.2080097,0.572903,0.001172857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005585207,0.07036453,0.0064562,0.8856302,0.03478452,0.000341403,0.0002766751,0.000126817,0.001461127],"genre_scores_gemma":[0.02391523,0.09971181,0.08630446,0.6792712,0.1022954,0.004096797,0.0004566338,0.0004584142,0.003490138],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6484464,"threshold_uncertainty_score":0.79965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.957996256029118,"score_gpt":0.7099015670895068,"score_spread":0.2480946889396112,"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."}}