{"id":"W7139258492","doi":"","title":"Undected Risk is Risky Business: Validating a Literacy Screening Battery for Children in Early French Immersion","year":2025,"lang":"","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; French immersion; Fluency; Population; Intervention (counseling); Response to intervention; Reading (process); Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008924187,0.0008022151,0.0004369029,0.001654395,0.000960061,0.001213239,0.0008720476,0.0008965805,0.001411643],"category_scores_gemma":[0.01583056,0.0003159296,0.0009310711,0.0007741466,0.0006909539,0.000738512,0.001080399,0.0007923794,0.0007740478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003360265,"about_ca_system_score_gemma":0.006819168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1567954,"about_ca_topic_score_gemma":0.3503498,"domain_scores_codex":[0.9955179,0.001324343,0.0006792342,0.0003809826,0.001583631,0.0005139979],"domain_scores_gemma":[0.9920918,0.001851634,0.001455583,0.0004137191,0.003523315,0.0006640007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002489857,0.001039815,0.915013,0.0002940743,0.00006242833,0.0005140391,0.007668209,0.000432015,0.003173928,0.0002509643,0.00224465,0.06905798],"study_design_scores_gemma":[0.00003490927,0.000990501,0.9910151,0.0001292599,0.00003979705,0.000446468,0.002108915,0.0006580946,0.001609448,0.00007649575,0.0028616,0.00002945076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913691,0.000226656,0.001716015,0.0001991858,0.00003130803,0.001360526,0.001022011,0.00007892011,0.003996426],"genre_scores_gemma":[0.9783214,0.0004809935,0.01376859,0.0002254694,0.00001289981,0.002976822,0.002086896,0.00002462864,0.002102305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1567954,"threshold_uncertainty_score":0.3117655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385454661340043,"score_gpt":0.2861724547160115,"score_spread":0.2723179081026111,"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."}}