{"id":"W4388480525","doi":"10.32674/jis.v15i1.5799","title":"An Education in Exploitation","year":2023,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Accountability; Agency (philosophy); International education; Public relations; Business; Political science; Higher education; Economic growth; Sociology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006021423,0.00003221546,0.00005054642,0.0002116281,0.0000558858,0.00009748393,0.0003561911,0.00002576548,0.0001271939],"category_scores_gemma":[0.0004018138,0.00002886393,0.00003016654,0.0002263638,0.00001899101,0.0005169294,0.00001136839,0.00006076079,0.00006217766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272688,"about_ca_system_score_gemma":0.0002235969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006074838,"about_ca_topic_score_gemma":0.0005479646,"domain_scores_codex":[0.998945,0.00007146048,0.0002158484,0.00004948323,0.00064245,0.00007576167],"domain_scores_gemma":[0.9991716,0.00002673589,0.0001479529,0.00002962249,0.0005532959,0.0000707826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006380746,0.00171769,0.686869,0.000004262502,0.00006235266,0.00001681033,0.1917729,0.0004676653,0.001236042,0.01906686,0.05836138,0.04036121],"study_design_scores_gemma":[0.000297915,0.00002138732,0.8278435,0.00003226869,0.000002976526,0.000002243632,0.05375348,0.00001842388,0.00002167011,0.0007013334,0.1172602,0.00004453007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862252,0.00001910743,0.000005275183,0.003168595,0.003591901,0.00005516926,7.952506e-7,0.00001062475,0.006923261],"genre_scores_gemma":[0.9965982,0.0002467,0.0001954522,0.0002981557,0.0004239562,0.000003024762,0.000006498687,0.000002354407,0.002225698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1409745,"threshold_uncertainty_score":0.1392684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423433728089822,"score_gpt":0.4777799229762437,"score_spread":0.4435455856953454,"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."}}