{"id":"W4410942377","doi":"10.5430/wjel.v15n6p184","title":"Crossing Deserts and Oceans: Professional Development Routes of English Teachers in Arab Gulf Countries","year":2025,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Political science; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001115787,0.0002058409,0.0002168418,0.0006871429,0.007071133,0.00251622,0.0004802862,0.0007931552,0.003297542],"category_scores_gemma":[0.002831353,0.0002790784,0.0001150233,0.000559959,0.002134862,0.001765652,0.003703378,0.0009791277,0.0003804118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136986,"about_ca_system_score_gemma":0.003097486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02250959,"about_ca_topic_score_gemma":0.04775389,"domain_scores_codex":[0.9992255,0.0003550208,0.00002997147,0.00006460171,0.00007608116,0.0002487291],"domain_scores_gemma":[0.9981115,0.0004795867,0.0003281685,0.0000520754,0.0002786982,0.0007500563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007019573,0.00005865833,0.06631164,0.0001071014,0.00000417988,0.001821841,0.9071088,0.0000400375,0.0006777658,0.001079001,0.001034541,0.02168622],"study_design_scores_gemma":[0.000002295861,0.0000315152,0.01201019,0.00005958104,0.000001510277,0.0003314036,0.9804144,0.0000187934,0.00006149075,0.0001079141,0.006955421,0.000005434959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950963,0.0003914476,0.000111099,0.0006102528,0.00001330578,0.000007615182,0.000009918364,0.000002928166,0.003757171],"genre_scores_gemma":[0.9963379,0.0005453111,0.0001556294,0.000210219,0.000004177814,0.00001099381,0.00001155586,0.00000372591,0.002720484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02250959,"threshold_uncertainty_score":0.04475719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009654767649889972,"score_gpt":0.2488955293392976,"score_spread":0.2392407616894076,"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."}}