{"id":"W2074930895","doi":"10.1111/j.1540-4781.2010.01141.x","title":"Ambivalence About Communicating in a Second Language: A Qualitative Study of French Immersion Students’ Willingness to Communicate","year":2011,"lang":"en","type":"article","venue":"Modern Language Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":190,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Willingness to communicate; Psychology; Ambivalence; Feeling; Competence (human resources); Autonomy; Club; Social psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002276846,0.0001759307,0.0003538165,0.0002056102,0.0004157329,0.0001406802,0.001035232,0.00003854571,0.001063982],"category_scores_gemma":[0.00009173157,0.000151098,0.00007302943,0.00007488652,0.00009639476,0.0002333917,0.0003321714,0.001061038,0.00002016711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000566663,"about_ca_system_score_gemma":0.00002172122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007629368,"about_ca_topic_score_gemma":0.008841366,"domain_scores_codex":[0.9973224,0.001263526,0.0005753377,0.0001727382,0.0003775627,0.0002884599],"domain_scores_gemma":[0.9987063,0.000203816,0.0003694252,0.0005243451,0.0001000068,0.00009615397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004209757,0.0007410904,0.007637045,0.0000287913,0.00005984096,0.00005968632,0.9864517,0.00003240969,0.0007041636,0.00007911125,0.00003533332,0.004128708],"study_design_scores_gemma":[0.001032571,0.0004182728,0.01124919,0.0003923222,0.00002636343,0.00001430817,0.9861412,0.0002433877,0.00008192439,0.0001003302,0.0001011681,0.0001989406],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923822,0.001505239,0.0001665221,0.00003118627,0.00009034573,0.0002095078,0.000008662007,0.00002895575,0.005577393],"genre_scores_gemma":[0.9977782,0.00001427448,0.0006358072,0.0001182718,0.00007619465,0.000009341209,0.000003587304,0.00002865485,0.001335719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005395961,"threshold_uncertainty_score":0.9998492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885391995338115,"score_gpt":0.36074485766189,"score_spread":0.2818909377085089,"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."}}