{"id":"W2109095714","doi":"10.3138/cmlr.68.1.078","title":"Second/Foreign Language Teacher Efficacy and its Relationship to Professional Attrition","year":2012,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Economic shortage; Foreign language; Psychology; Pedagogy; Social cognitive theory; Cognition; Professional development; Mathematics education; Sociology; Social psychology; Linguistics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008598999,0.0002868343,0.0003826146,0.0002786237,0.0005480459,0.0001046695,0.00020721,0.0001018645,0.002373151],"category_scores_gemma":[0.001029784,0.0002626809,0.00008974546,0.000104919,0.00009959212,0.000331153,0.00003798994,0.0004742881,0.0001662684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697437,"about_ca_system_score_gemma":0.0000793274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02182145,"about_ca_topic_score_gemma":0.2804157,"domain_scores_codex":[0.9981093,0.0003221037,0.0003173435,0.0003272543,0.00009182762,0.000832127],"domain_scores_gemma":[0.9981868,0.0002651126,0.0001033984,0.0002978063,0.00008061259,0.001066251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002324268,0.0001226867,0.008941338,0.005434901,0.0001438575,0.000410987,0.836966,0.000006795022,0.003164308,0.08032253,0.01651305,0.04795027],"study_design_scores_gemma":[0.0009478119,0.0001733905,0.08443511,0.01339384,0.0003558447,0.0006098523,0.05260592,0.0004004281,0.00007131165,0.0004754476,0.844616,0.001915047],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879923,0.09438894,0.00001155376,0.0005799808,0.0002074704,0.0005104975,0.000244737,0.0001029339,0.0240309],"genre_scores_gemma":[0.9739057,0.0002717525,0.0001638067,0.001444705,0.0009788836,0.00006605204,0.0002841879,0.00007022525,0.02281463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8281029,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957514673573857,"score_gpt":0.2664899032727127,"score_spread":0.2269147565369741,"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."}}