{"id":"W4411261206","doi":"10.20360/langandlit29775","title":"Discovering the Learning Voice","year":2025,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Literacy; Linguistics; Psychology; Computer science; Mathematics education; Pedagogy; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935429,0.00002989737,0.00003530872,0.00001789876,0.0003533624,0.0001260769,0.00004708597,0.00001368355,0.00005484204],"category_scores_gemma":[0.0001775962,0.00002006229,0.00001381039,0.0001125232,0.0000709375,0.0001048472,0.00001906197,0.00009553861,0.000008906311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009243367,"about_ca_system_score_gemma":0.00002017266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0014567,"about_ca_topic_score_gemma":0.0003118004,"domain_scores_codex":[0.9996614,0.00009555944,0.00004164693,0.00006265224,0.0000483496,0.00009043061],"domain_scores_gemma":[0.99976,0.0001526929,0.00001295311,0.00004786317,0.00001159501,0.00001493644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001129108,0.000005409382,0.01944984,0.000005948518,0.000006347843,7.842561e-7,0.9396219,4.403284e-7,0.00001453381,0.006761265,0.0003868243,0.03374562],"study_design_scores_gemma":[0.00003527749,0.000001564835,0.02196553,0.00001484345,0.000004478101,8.755065e-8,0.5349154,0.000003508256,0.000006470075,0.00008614956,0.4429415,0.00002516061],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8891966,0.006009792,0.00009813833,0.04836731,0.0002151865,0.00006602825,3.412369e-7,0.00005246127,0.05599412],"genre_scores_gemma":[0.9625034,0.00006806615,0.00002278916,0.001052714,0.0001526197,0.000005042694,7.279831e-7,0.000001417713,0.03619316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4425547,"threshold_uncertainty_score":0.2717813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377632659376797,"score_gpt":0.3944630871130613,"score_spread":0.3606867605192934,"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."}}