{"id":"W2001834105","doi":"10.1126/science.1126325","title":"Scientific Diasporas","year":2006,"lang":"en","type":"article","venue":"Science","topic":"Elite Sociology and Global Capitalism","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Toronto Public Health; Ontario Genomics","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002214635,0.00004554653,0.00005132906,0.00008136691,0.002519066,0.0002405254,0.0005047745,0.00004948092,0.0001697439],"category_scores_gemma":[0.0002772179,0.00004218558,0.00002939346,0.001139836,0.00844308,0.0004969001,0.00004738559,0.00006376823,0.0003876959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008480612,"about_ca_system_score_gemma":0.0004761306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187639,"about_ca_topic_score_gemma":0.0009933611,"domain_scores_codex":[0.9986604,0.00005132522,0.00008414764,0.0002747259,0.0005048513,0.0004245179],"domain_scores_gemma":[0.9994924,0.00003844764,0.00003360257,0.0001623815,0.000181822,0.00009135865],"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":[7.63651e-7,0.00001988944,0.01813989,6.541699e-7,3.760502e-7,0.000003395091,0.003765361,0.00000329718,0.001729104,0.971011,0.004374997,0.0009512897],"study_design_scores_gemma":[0.0001044808,0.00001535791,0.1855562,0.00000583126,0.000003789033,9.398029e-7,0.005142163,0.000008649498,0.0009090623,0.3809318,0.4271207,0.0002010093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.784558,0.0004586338,0.00002639709,0.001284711,0.001177714,0.0000626739,0.000002276342,0.00007620043,0.2123534],"genre_scores_gemma":[0.9931216,0.000005630568,0.0002488179,0.00016414,0.0002030449,0.000002291699,0.000001439254,0.000001582731,0.006251477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5900792,"threshold_uncertainty_score":0.9987795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095991237213217,"score_gpt":0.3133410194648933,"score_spread":0.3023811070927612,"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."}}