{"id":"W1731742882","doi":"","title":"The suitability of core French for recently arrived adolescent immigrants to Canada","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dictation; Active listening; Immigration; Test (biology); Reading (process); AP French Language; Section (typography); Psychology; First language; Mathematics education; Linguistics; Language assessment; Computer science; History; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004570067,0.0001617442,0.0003907223,0.0001844724,0.000765466,0.0003155862,0.002261306,0.00007534925,0.001494134],"category_scores_gemma":[0.003482322,0.0001280563,0.0001274555,0.0007916312,0.0002109653,0.0002746347,0.0001912844,0.0002008303,0.000002006073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003634099,"about_ca_system_score_gemma":0.002203289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8594493,"about_ca_topic_score_gemma":0.9245639,"domain_scores_codex":[0.997395,0.0002238253,0.0008154207,0.000258389,0.0007783059,0.0005291071],"domain_scores_gemma":[0.9964061,0.001220967,0.0006301968,0.0003668325,0.0008784779,0.0004974768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00028777,0.0003009695,0.7093327,0.00007745455,0.0000782546,0.000001895029,0.01119526,0.00002280256,0.006710095,0.0005706871,0.1322953,0.1391268],"study_design_scores_gemma":[0.0001954325,0.000004732622,0.7377284,0.00009799287,0.00001566247,2.55262e-7,0.002922549,0.000004126401,0.00570147,0.0008997476,0.2522836,0.0001460044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868939,0.002407192,0.00009166988,0.001892936,0.001784289,0.001146224,0.00009657296,0.00001138799,0.005675853],"genre_scores_gemma":[0.9962043,0.001344048,0.0001215987,0.0009647242,0.0003252983,0.00002209659,0.000004457117,0.00001531776,0.0009981623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389808,"threshold_uncertainty_score":0.9994186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3745104918421279,"score_gpt":0.6390977898368615,"score_spread":0.2645872979947336,"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."}}