{"id":"W4387184984","doi":"10.1558/slte.24011","title":"Becoming a French Second Language Teacher","year":2023,"lang":"en","type":"article","venue":"Second Language Teacher Education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Competence (human resources); Session (web analytics); Psychology; Language proficiency; Focus group; Mediation; Pedagogy; Medical education; Mathematics education; Sociology; Computer science; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002479761,0.0002210066,0.0002811465,0.0005778733,0.00550474,0.003779218,0.0006993285,0.000947545,0.005130508],"category_scores_gemma":[0.005370925,0.0001872387,0.000243745,0.0002672503,0.002723146,0.001366351,0.001716867,0.001520811,0.001070407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007369201,"about_ca_system_score_gemma":0.01134127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2408827,"about_ca_topic_score_gemma":0.3800839,"domain_scores_codex":[0.9977609,0.0007453662,0.00004036126,0.0001793954,0.0003749867,0.0008989812],"domain_scores_gemma":[0.9940206,0.0007383985,0.0005532169,0.0001430049,0.001503344,0.003041266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001874509,0.0008718133,0.3054837,0.000137546,0.00001700797,0.003741739,0.5576957,0.0001644054,0.007596593,0.002627292,0.01029704,0.1111797],"study_design_scores_gemma":[0.00001792344,0.0008082444,0.2319727,0.0001574378,0.00001328616,0.003027471,0.6801764,0.0002156006,0.001343744,0.0002203256,0.08197598,0.00007094324],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900468,0.0004298828,0.0001947842,0.002148256,0.00005387073,0.00001885467,0.00002650858,0.00001791405,0.007063214],"genre_scores_gemma":[0.9903184,0.0002778876,0.000255176,0.0005176266,0.00001108532,0.00001605215,0.00003721703,0.00000690145,0.008559549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408827,"threshold_uncertainty_score":0.4789613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02419094690358311,"score_gpt":0.2946589402811466,"score_spread":0.2704679933775635,"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."}}