{"id":"W4413243223","doi":"10.1145/3722547","title":"Global AI Cultures","year":2025,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Focus (optics); Generative grammar; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.003427087,0.0004613943,0.0002115777,0.000838368,0.004499475,0.01127252,0.0008141164,0.001561799,0.01721944],"category_scores_gemma":[0.006001544,0.0002250592,0.000252612,0.0009221024,0.01094522,0.009631264,0.007509184,0.002997304,0.002286541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002783229,"about_ca_system_score_gemma":0.002727299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003740056,"about_ca_topic_score_gemma":0.004913487,"domain_scores_codex":[0.9982281,0.0009661395,0.00005589755,0.0002517746,0.0002319458,0.000266104],"domain_scores_gemma":[0.9971998,0.0009328165,0.0001254456,0.0007817385,0.0004355095,0.0005247433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001975716,0.00002145602,0.000744388,0.00005122414,0.00001060879,0.000132602,0.03175341,0.0003090711,0.0003841129,0.9375305,0.006532697,0.02251031],"study_design_scores_gemma":[0.00002161116,0.00004252432,0.001564595,0.0002728713,0.00002723088,0.0001930094,0.04149324,0.000881412,0.0009024203,0.6430463,0.3115315,0.00002328408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04757689,0.002149145,0.01394538,0.01895491,0.0006072663,0.00004023253,0.00006298113,0.0001452991,0.9165179],"genre_scores_gemma":[0.9567984,0.001704529,0.005033246,0.002747413,0.0001121197,0.00007553119,0.00008045961,0.0001880085,0.03326037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01721944,"threshold_uncertainty_score":0.05760479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03291622195792369,"score_gpt":0.3629379195750248,"score_spread":0.3300216976171011,"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."}}