{"id":"W2138506585","doi":"10.5539/elt.v6n2p27","title":"Identification and Validation of ESP Teacher Competencies: A Research Design","year":2012,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Identification (biology); Mathematics education; Research design; Set (abstract data type); Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005547503,0.0001140058,0.0001569405,0.0002370515,0.0005011344,0.0002045749,0.00014448,0.00005162246,0.0008174414],"category_scores_gemma":[0.001829574,0.0001017816,0.00004011441,0.00004331071,0.0001489699,0.0006073853,0.00005753393,0.0007017543,0.00002223426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003707735,"about_ca_system_score_gemma":0.0000132671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009216219,"about_ca_topic_score_gemma":0.00003159235,"domain_scores_codex":[0.9979127,0.001029196,0.0002585568,0.0001774722,0.0002949297,0.0003271187],"domain_scores_gemma":[0.9989678,0.0005244226,0.0001188605,0.0002400338,0.00007526242,0.00007363096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007740855,0.00008079686,0.001037105,0.0000421802,0.00002364313,0.000001314323,0.9528661,0.00001494265,0.00600097,0.02369191,0.000334811,0.01589849],"study_design_scores_gemma":[0.0003737078,0.00007408219,0.0003313939,0.0001073547,0.00004176604,0.00000542542,0.973972,0.0004295246,0.008619795,0.0001267159,0.01564198,0.0002763039],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675861,0.001625958,0.001171623,0.00002837489,0.0003338941,0.0001632891,0.0000042668,0.0001491789,0.02893731],"genre_scores_gemma":[0.9934307,0.000002958452,0.0007138625,0.00002715289,0.001343381,0.00001488589,0.00002248126,0.00002730134,0.00441731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02584456,"threshold_uncertainty_score":0.895041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659947460478665,"score_gpt":0.3134831600389748,"score_spread":0.2474884139911083,"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."}}