{"id":"W2114483739","doi":"10.56105/cjsae.v23i2.953","title":"Shaping Literacy: Evolution and trends in Canada's literacy research since the mid-1980s","year":2024,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; University of Ottawa","funders":"","keywords":"Literacy; Political science; Sociology; History; Pedagogy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007050071,0.0000925448,0.0001191404,0.0005389474,0.001393307,0.0006557464,0.0002454443,0.00001142007,0.0001435787],"category_scores_gemma":[0.000202302,0.00005531477,0.00004563633,0.000272961,0.0001916226,0.0002895798,0.00001605791,0.0002946159,0.000001064017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006753599,"about_ca_system_score_gemma":0.002461106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9668946,"about_ca_topic_score_gemma":0.9989019,"domain_scores_codex":[0.9989474,0.0001315324,0.000275118,0.0001459631,0.0002328943,0.0002670579],"domain_scores_gemma":[0.9987078,0.0003716323,0.00006418749,0.0001683079,0.0005926486,0.0000954017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001684605,0.0000730814,0.005136588,0.00006475869,0.000285273,0.00001171468,0.6466675,0.00007806974,0.000002584947,0.0531086,0.03303306,0.2615219],"study_design_scores_gemma":[0.0002302889,0.0001508628,0.02932904,0.0004795168,0.000167311,0.00001988287,0.8198537,0.001216922,0.000002907511,0.003720257,0.1446737,0.0001555253],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534688,0.01847504,0.000007295334,0.02196931,0.002591134,0.0003929029,0.00005035546,0.000004224539,0.003040965],"genre_scores_gemma":[0.9957083,0.00004881313,0.00000543754,0.0001175912,0.0008640807,0.00005214251,0.000005331359,0.00001155757,0.003186785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2613664,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124003142976748,"score_gpt":0.368592475853021,"score_spread":0.3173524444232535,"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."}}