{"id":"W4378650691","doi":"10.7202/1099987ar","title":"School Districts’ Assessment of the French Language Proficiency of Prospective FSL Teachers","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"University of Cambridge","keywords":"Rubric; Language proficiency; French; Language assessment; Psychology; Medical education; AP French Language; Mathematics education; Pedagogy; Linguistics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004534476,0.00005881209,0.0001018484,0.0002948945,0.0002451247,0.0000384566,0.000189082,0.00004662902,0.000436983],"category_scores_gemma":[0.002047664,0.00004746493,0.00005806772,0.0007777066,0.0003206109,0.00009894733,0.000005312274,0.0001273475,0.000003134286],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977401,"about_ca_system_score_gemma":0.0323919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03858311,"about_ca_topic_score_gemma":0.0387965,"domain_scores_codex":[0.9991208,0.0001128314,0.0003150973,0.00006788735,0.0002324839,0.0001509013],"domain_scores_gemma":[0.9987411,0.0001442698,0.0003373932,0.00008656873,0.0003035976,0.0003870263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003278876,0.0001059221,0.5290114,0.00003183213,0.00003041002,7.469935e-7,0.09830818,0.00001377339,0.0002083236,0.3598107,0.009780831,0.002694557],"study_design_scores_gemma":[0.0001190185,0.00004964197,0.9743328,0.00002927685,0.0000101924,0.000005286679,0.01361916,0.000006394101,0.0001355663,0.00186997,0.009772453,0.00005025897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242557,0.00007898716,0.000002112637,0.03156432,0.0003626517,0.0001682004,0.00005253734,0.000002139354,0.04351338],"genre_scores_gemma":[0.9919645,0.00001899908,0.00008771078,0.0001848408,0.0005617613,0.0000049551,0.000007231124,0.000003725234,0.007166231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4453213,"threshold_uncertainty_score":0.978743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03453632864344898,"score_gpt":0.4529619164649422,"score_spread":0.4184255878214932,"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."}}