{"id":"W4412400850","doi":"10.33137/ijidi.v9i1/2.43791","title":"Equity in evidence synthesis","year":2025,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5441461,0.003892864,0.01581411,0.0518702,0.004969075,0.0266311,0.008542308,0.01281894,0.04304585],"category_scores_gemma":[0.8453236,0.004565373,0.01345673,0.03109314,0.01445242,0.01703886,0.02124048,0.01204176,0.004932174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02338698,"about_ca_system_score_gemma":0.06172823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003571895,"about_ca_topic_score_gemma":0.002246143,"domain_scores_codex":[0.2319748,0.495949,0.1871267,0.02676119,0.05463489,0.00355335],"domain_scores_gemma":[0.1262469,0.714854,0.04127379,0.06729532,0.04763959,0.002690357],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000819683,0.00009694842,0.003212688,0.5746301,0.01299537,0.0003792659,0.006355861,0.001859568,0.0003392832,0.1215836,0.04082012,0.2369075],"study_design_scores_gemma":[0.0006679369,0.0002347141,0.00194155,0.6142873,0.007815978,0.0003495425,0.002524673,0.001505831,0.0008610819,0.1551182,0.2145281,0.0001650577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0045597,0.3932836,0.2036481,0.1303785,0.07739676,0.1030213,0.02743648,0.002204251,0.05807138],"genre_scores_gemma":[0.1539098,0.122234,0.367417,0.05105132,0.01393394,0.2757572,0.00743826,0.001378877,0.006879578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9914577,"threshold_uncertainty_score":0.5621491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396615941169886,"score_gpt":0.5046216469336856,"score_spread":0.364960052816697,"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."}}