{"id":"W2512781805","doi":"","title":"Language teacher supply: A content analysis of newspaper coverage across the 'Anglobubble'","year":2016,"lang":"en","type":"article","venue":"Murdoch Research Repository (Murdoch University)","topic":"Educational Research and Analysis","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Internationalization; Indigenous; Politics; Political science; Public relations; Medium of instruction; Sociology; Pedagogy; Media studies; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001247498,0.0001617126,0.0002386796,0.006421464,0.001085979,0.002439103,0.0002701421,0.0004047208,0.001839014],"category_scores_gemma":[0.008050103,0.0002079196,0.0001415712,0.01285141,0.001047593,0.00174345,0.001087127,0.0003859719,0.0003644686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616213,"about_ca_system_score_gemma":0.001397986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01566322,"about_ca_topic_score_gemma":0.03102018,"domain_scores_codex":[0.9989398,0.0003479089,0.0001514149,0.0001389331,0.0002955769,0.0001262698],"domain_scores_gemma":[0.9873922,0.00804121,0.002418777,0.0002170069,0.001660732,0.0002700975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002184644,0.0001178233,0.2889829,0.003944618,0.00008813934,0.002243191,0.5939389,0.0001345634,0.006161488,0.001634196,0.01020309,0.09233264],"study_design_scores_gemma":[0.0000052214,0.00005353265,0.5907458,0.001001129,0.00006409267,0.0006894241,0.3655639,0.0002618561,0.001215403,0.0001449281,0.04022848,0.0000262724],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871182,0.0009629557,0.0003193785,0.0007546712,0.00003553384,0.00008489581,0.004321708,0.00001366379,0.006389005],"genre_scores_gemma":[0.9873191,0.003283379,0.001154646,0.0004768172,0.0001090622,0.0002279087,0.003984196,0.00005150219,0.003393422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01566322,"threshold_uncertainty_score":0.03114408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08769672350401593,"score_gpt":0.3922004185184244,"score_spread":0.3045036950144084,"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."}}