{"id":"W4411261153","doi":"10.20360/langandlit29781","title":"Language and Literacy as Joyful Possibilities","year":2025,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Literacy; Linguistics; Sociology; Pedagogy; Philosophy","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001659297,0.0002118109,0.0002309587,0.0002057845,0.000289525,0.001110869,0.00009686618,0.00005738653,0.001804266],"category_scores_gemma":[0.0001203662,0.0001720383,0.00005656429,0.00006850623,0.0001750988,0.001043592,0.0000698221,0.0001744157,0.00005880047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001942291,"about_ca_system_score_gemma":0.00005152237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002008819,"about_ca_topic_score_gemma":0.0001277633,"domain_scores_codex":[0.9988917,0.00006667373,0.000292327,0.0003378642,0.000123249,0.0002882097],"domain_scores_gemma":[0.9991781,0.0002380268,0.00006630366,0.000307546,0.0001034711,0.0001066265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002809639,0.00005705423,0.001362367,0.0002291093,0.00002665035,0.00003291972,0.9100595,2.157626e-8,0.00005034982,0.01346926,0.001959694,0.07272494],"study_design_scores_gemma":[0.001002743,0.0001350435,0.00543437,0.0005199004,0.00009683202,0.00003393553,0.6613109,0.00007343394,0.0004839659,0.008994086,0.321403,0.0005118549],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564965,0.01734328,0.000005525551,0.0006652235,0.0008542544,0.0001773228,0.00005524008,0.0001026343,0.02430005],"genre_scores_gemma":[0.8855727,0.0001204398,0.0001290025,0.002859593,0.001083165,0.00002650901,0.0001222413,0.00001585507,0.1100705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3194433,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007321960087101117,"score_gpt":0.2739842429802605,"score_spread":0.2666622828931594,"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."}}