{"id":"W2759068023","doi":"","title":"INCLUDING STUDENTS WITH SPECIAL EDUCATION NEEDS IN THE FRENCH AS A SECOND LANGUAGE CLASSROOM","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Linguistics; Medical education; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002582837,0.0001012212,0.0001396698,0.00005602494,0.00299912,0.000199853,0.001723801,0.00008475329,0.0001189031],"category_scores_gemma":[0.0008814039,0.00006386388,0.0001043575,0.0001750886,0.0008708898,0.0001964217,0.0000392684,0.0001715737,0.000002154296],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000242647,"about_ca_system_score_gemma":0.007076711,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2733724,"about_ca_topic_score_gemma":0.7915859,"domain_scores_codex":[0.9988316,0.0002228947,0.0002083255,0.0001507247,0.0003665873,0.0002198314],"domain_scores_gemma":[0.997987,0.0004915877,0.000453705,0.0005642207,0.0004391859,0.00006426227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004696481,0.0003753319,0.09185639,0.00001710816,0.00008871137,1.58611e-8,0.8635812,0.000001618183,0.000009774687,0.02398427,0.0148857,0.005195153],"study_design_scores_gemma":[0.0002012824,0.00004973167,0.2786388,0.00004254111,0.00005087226,2.843116e-7,0.7096887,0.000003166724,0.000004384945,0.001965545,0.009290172,0.00006447046],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513417,0.00006946689,0.000003175964,0.01157695,0.001560389,0.001345271,0.00001500906,0.000002866153,0.03408515],"genre_scores_gemma":[0.9917765,0.00001920984,0.00009392708,0.0002842353,0.001575104,0.0002269461,0.00001041359,0.000006922768,0.006006775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5182135,"threshold_uncertainty_score":0.9985523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1677895187259906,"score_gpt":0.4468004722033279,"score_spread":0.2790109534773373,"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."}}