{"id":"W7106813447","doi":"10.48448/wrrd-by12","title":"Culture is Everywhere: A Call for Intentionally Cultural Evaluation","year":2025,"lang":"","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Benchmarking; Neglect; Cultural diversity; Citizen journalism; Position paper; Position (finance); Cultural bias; Cultural analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2668864,0.001611003,0.001809473,0.006092836,0.01545478,0.03478238,0.004857053,0.007293754,0.007489969],"category_scores_gemma":[0.2897845,0.0009722076,0.001363575,0.004589799,0.0809506,0.04993459,0.03009056,0.0139662,0.00149048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0212414,"about_ca_system_score_gemma":0.03951327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006250277,"about_ca_topic_score_gemma":0.006848291,"domain_scores_codex":[0.5634455,0.3948616,0.007297609,0.006468472,0.02384716,0.004079641],"domain_scores_gemma":[0.6221862,0.2842082,0.0107214,0.03791969,0.035488,0.009476485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007708507,0.0001394814,0.002806575,0.0008643111,0.00006164753,0.0002281676,0.1170391,0.0005934225,0.0006731759,0.735084,0.01393031,0.1285027],"study_design_scores_gemma":[0.00005600618,0.0001549138,0.001260663,0.003600233,0.00006384296,0.0003042601,0.1295282,0.001907371,0.001880961,0.7034015,0.1577207,0.0001214115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03970364,0.007214934,0.2499922,0.4196279,0.003122349,0.001684126,0.0001526394,0.0008798993,0.2776223],"genre_scores_gemma":[0.7413592,0.003751608,0.1882123,0.04571927,0.0007296465,0.004536857,0.0001628021,0.001330058,0.01419828],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2668864,"threshold_uncertainty_score":0.9040596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09713570232272445,"score_gpt":0.420861903180981,"score_spread":0.3237262008582566,"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."}}