{"id":"W7161946102","doi":"10.82308/48079","title":"Educators’ Voices on Reading Instruction in Quebec’s English Schools","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Focus group; Reading comprehension; Qualitative research; Extensive reading; Resource (disambiguation); Comprehension; Action research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287771,0.0002184293,0.0003086326,0.0007720546,0.0002839633,0.000275163,0.0003655535,0.0005913252,0.0007098684],"category_scores_gemma":[0.007074925,0.000229495,0.00009514523,0.0009270622,0.00003413715,0.0003147717,0.00001302917,0.001036435,0.00004739458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007448609,"about_ca_system_score_gemma":0.001425711,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3821387,"about_ca_topic_score_gemma":0.7639661,"domain_scores_codex":[0.9975443,0.0008379207,0.0003294926,0.0004687313,0.0004649063,0.0003546328],"domain_scores_gemma":[0.9988453,0.0004305797,0.0002127086,0.000239442,0.0001817334,0.00009022285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005760017,0.00009403974,0.005441363,0.000207764,0.00004298077,0.00001006971,0.1845998,0.00002875395,0.00009652411,0.1197085,0.008982047,0.6807305],"study_design_scores_gemma":[0.000471675,0.00005010915,0.02427884,0.002094749,0.0000548376,1.250165e-7,0.5517921,0.000007751211,0.001194752,0.003574881,0.4156558,0.0008243949],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3422281,0.0001941103,0.000008166921,0.0001697137,0.006556982,0.0002772485,0.00000133271,0.000188276,0.650376],"genre_scores_gemma":[0.1083035,0.0001689136,0.006760852,0.0001865732,0.001996816,0.0001108425,0.0003278221,0.00003826082,0.8821064],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6799061,"threshold_uncertainty_score":0.9358535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503280984758718,"score_gpt":0.3536765681643566,"score_spread":0.3386437583167694,"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."}}