{"id":"W3203402935","doi":"10.1136/bmjopen-2021-051839","title":"Publication practices of sub-Saharan African Cochrane authors: a bibliometric study","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact; Programs for Assessment of Technology in Health Research Institute","funders":"Government of the United Kingdom","keywords":"Systematic review; Medicine; Cochrane Library; MEDLINE; Cochrane collaboration; Psychological intervention; Meta-analysis; Family medicine; Nursing; Internal medicine","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","bibliometrics"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics","metaresearch"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005314742,0.0001226111,0.0004449316,0.004107506,0.0004405165,0.00009485165,0.0005572109,0.0001033152,0.001094559],"category_scores_gemma":[0.007012823,0.0001064222,0.00004747683,0.03085603,0.0000236899,0.0005546299,0.0006348842,0.0004709366,0.000268818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007846208,"about_ca_system_score_gemma":0.001729124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334956,"about_ca_topic_score_gemma":0.00104502,"domain_scores_codex":[0.9959907,0.00172077,0.0009566862,0.0003893831,0.0005651812,0.0003772783],"domain_scores_gemma":[0.9956428,0.0007789679,0.001678911,0.0008039963,0.0008821321,0.000213231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006698647,0.005337944,0.661356,0.002450488,0.0001474374,0.0000461144,0.01401137,0.000001081264,0.001624085,0.001434424,0.2893707,0.02355047],"study_design_scores_gemma":[0.002443077,0.0002300493,0.9385978,0.0008421325,0.00004929852,0.000004877862,0.01261457,0.00003014888,0.0001914252,0.0001500577,0.04466728,0.0001792746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8812351,0.000949074,0.00005055437,0.04354491,0.0009219358,0.02423648,0.0000807594,0.00009912014,0.04888209],"genre_scores_gemma":[0.9928051,0.0002468085,0.0003563101,0.001362469,0.0003310526,0.0003176779,0.00007833201,0.00002402886,0.004478269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2772418,"threshold_uncertainty_score":0.9998186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2856161133475696,"score_gpt":0.5762948029386101,"score_spread":0.2906786895910405,"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."}}