{"id":"W3039044199","doi":"10.5539/ijel.v10n5p75","title":"Exploring the Factors Affecting Saudi University Students’ In-Class Willingness to Communicate in English","year":2020,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Willingness to communicate; Psychology; Feeling; Shyness; Communication apprehension; Communicative competence; Public speaking; Class (philosophy); Competence (human resources); Anxiety; Affect (linguistics); Thematic analysis; Apprehension; Perception; Qualitative research; Mathematics education; Social psychology; Pedagogy; Sociology","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":[0.001767393,0.0002866318,0.0002506992,0.000570395,0.001186113,0.003065216,0.0003647166,0.000619585,0.002948465],"category_scores_gemma":[0.007176033,0.0001478392,0.0002349612,0.0002998392,0.0007775379,0.0007458801,0.0009247815,0.0009429402,0.0005347619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008608309,"about_ca_system_score_gemma":0.001246897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005295778,"about_ca_topic_score_gemma":0.007116915,"domain_scores_codex":[0.9987062,0.0004584777,0.00007872796,0.00006447381,0.0003712638,0.0003209255],"domain_scores_gemma":[0.9937804,0.001913216,0.001559438,0.00013535,0.001207844,0.001403763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002952688,0.0009297956,0.4921111,0.0003598807,0.00005502033,0.001734592,0.4440242,0.0001681037,0.009214181,0.0007608368,0.001712808,0.04863415],"study_design_scores_gemma":[0.00001011362,0.0004512692,0.2977662,0.0001273753,0.00003714725,0.0006049283,0.6903425,0.0003984518,0.001576841,0.0002093447,0.008418095,0.00005770832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986498,0.00008546947,0.0000523683,0.0001974144,0.000006785081,0.000005615891,0.000008958519,0.000002142396,0.0009915644],"genre_scores_gemma":[0.9990784,0.0001136269,0.00005307679,0.00008473868,0.000004656496,0.000005311605,0.00001266175,0.000001740274,0.0006457285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005295778,"threshold_uncertainty_score":0.01052994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037861474269901,"score_gpt":0.2874524856869587,"score_spread":0.1836663382599686,"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."}}