{"id":"W6894052958","doi":"10.5281/zenodo.6840601","title":"IMPROVING THE PROFESSIONAL COMPETENCE OF FUTURE ENGLISH LANGUAGE TEACHERS THROUGH THEIR INTEREST IN AMERICAN, AUSTRALIAN, CANADIAN CULTURE","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"English language; Competence (human resources); Professional development; Language assessment; Continuing professional development; Linguistic competence","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":[0.002983013,0.0003806068,0.0005208843,0.002644345,0.005805025,0.003924967,0.00118048,0.001561833,0.09234198],"category_scores_gemma":[0.01079737,0.0002432514,0.0003985621,0.003390484,0.001689964,0.001630323,0.002805548,0.001266618,0.03340617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01020862,"about_ca_system_score_gemma":0.02415168,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4312944,"about_ca_topic_score_gemma":0.7500486,"domain_scores_codex":[0.996988,0.0002669559,0.00008291024,0.0002129166,0.001945153,0.0005040931],"domain_scores_gemma":[0.9813671,0.002033989,0.0005424895,0.0007946036,0.01315639,0.002105443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004015439,0.00001164084,0.001814413,0.0004708264,0.000003059909,0.0000961997,0.004229849,0.00006329957,0.00317611,0.004038434,0.9203345,0.06572147],"study_design_scores_gemma":[0.000005398872,0.00001007681,0.01251434,0.0003073284,0.00001188728,0.000125907,0.004814485,0.00009368868,0.00184368,0.0006161855,0.979625,0.00003206298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03713408,0.004616525,0.007034549,0.07613796,0.01286243,0.0004351745,0.03201417,0.002540634,0.8272245],"genre_scores_gemma":[0.1277784,0.004479207,0.01296724,0.006190579,0.001249776,0.0003339185,0.01649337,0.00161534,0.8288922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5687057,"threshold_uncertainty_score":0.8575679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447612637640411,"score_gpt":0.248593628649333,"score_spread":0.2038323648852919,"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."}}