{"id":"W306564775","doi":"10.32674/jis.v2i2.534","title":"International Students: Strengthening a Critical Resource","year":2012,"lang":"en","type":"article","venue":"Journal of International Students","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Context (archaeology); Political science; Higher education; International education; Intercultural communication; Study abroad; Pedagogy; Resource (disambiguation); Sociology; Public relations; Geography; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002440071,0.0001785978,0.0002517095,0.0003415269,0.0003198651,0.0004505971,0.002671377,0.0001181518,0.002111401],"category_scores_gemma":[0.001747076,0.0001635504,0.0002603801,0.0001316126,0.0001548968,0.001200755,0.0004062778,0.000396086,0.000117719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006387887,"about_ca_system_score_gemma":0.00005863809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001050218,"about_ca_topic_score_gemma":0.00002875153,"domain_scores_codex":[0.9935428,0.000206132,0.000783448,0.0001611299,0.004871299,0.0004351718],"domain_scores_gemma":[0.9976237,0.0004457496,0.0004988423,0.00009919923,0.001026765,0.0003057335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004221541,0.003352903,0.8669428,0.000007947905,0.001648661,0.00008078301,0.08518515,0.0000224572,0.0002260698,0.02471416,0.01268292,0.004714032],"study_design_scores_gemma":[0.001959104,0.0001340655,0.0882752,0.0002226078,0.00009820674,0.00004847974,0.06169899,0.000009990169,0.000180696,0.0005137119,0.8465132,0.0003457832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958488,0.000599604,0.0002139256,0.007505888,0.009239513,0.0001266511,0.00001466604,0.00003381227,0.08641721],"genre_scores_gemma":[0.9884723,0.0009482226,0.0005489151,0.0004115369,0.007390989,0.000004169288,0.000007377272,0.00002010435,0.002196388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8338302,"threshold_uncertainty_score":0.9988008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847109510054698,"score_gpt":0.4189606997118578,"score_spread":0.3804896046113108,"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."}}