{"id":"W6921562646","doi":"10.6084/m9.figshare.c.7215721.v1","title":"Comparative analysis of Cochrane and non-Cochrane reviews over three decades","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Cochrane Library; Meta-analysis; Cochrane collaboration; Observational study; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003295755,0.0002173306,0.0008673239,0.0003756763,0.00004259298,0.000264091,0.0001702852,0.00009960538,0.8428215],"category_scores_gemma":[0.00001645256,0.0001549645,0.0001924956,0.0001492954,0.00002833756,0.0002402678,0.00009463457,0.0001142947,0.00308908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000497961,"about_ca_system_score_gemma":0.00001627933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001638363,"about_ca_topic_score_gemma":0.003609349,"domain_scores_codex":[0.9991831,0.00001265918,0.000350398,0.0001712535,0.0001726189,0.0001100092],"domain_scores_gemma":[0.9992657,0.00005087098,0.0003521327,0.0002328074,0.00005674859,0.00004171064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002579841,0.000004836018,0.000002519646,0.003766382,0.0006889151,7.676758e-7,0.006538016,3.107127e-7,1.591707e-7,0.001687639,0.9871072,0.0002007243],"study_design_scores_gemma":[0.0000740542,0.00001901373,0.00009425267,0.007740809,0.0004594027,1.618304e-7,0.0004051353,0.000189801,0.000005846376,0.00004503694,0.9907821,0.0001843981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004565031,0.04664289,1.313301e-7,0.00002968739,0.00006931851,0.0002088833,0.2217709,0.00004707456,0.7312265],"genre_scores_gemma":[0.001099751,0.001814523,0.00003822582,0.0008855771,0.001182867,0.0001611935,0.2041308,0.0001606185,0.7905264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8397324,"threshold_uncertainty_score":0.9976871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07678414816991547,"score_gpt":0.3148790976551028,"score_spread":0.2380949494851873,"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."}}