{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003125655,0.0002654598,0.0002828263,0.0006939208,0.002938786,0.008010338,0.000737869,0.001562789,0.007321881],"category_scores_gemma":[0.01483157,0.0001631421,0.0003537936,0.0003063681,0.01143921,0.01297385,0.006834916,0.002854848,0.001667031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089489,"about_ca_system_score_gemma":0.001480677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005079274,"about_ca_topic_score_gemma":0.0005689429,"domain_scores_codex":[0.996891,0.001743126,0.0001039144,0.0003438963,0.0006181019,0.0003001274],"domain_scores_gemma":[0.9938285,0.00347987,0.000603677,0.000760688,0.0006715026,0.0006558835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007424089,0.00006733715,0.007812778,0.0003072068,0.00002154841,0.001240097,0.408405,0.0003730395,0.0107621,0.3552672,0.006252977,0.2094164],"study_design_scores_gemma":[0.00002022926,0.0002423827,0.003439049,0.0006747708,0.00002587349,0.002754983,0.2930927,0.001185492,0.00854079,0.3242621,0.3656777,0.00008398759],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.513268,0.00361094,0.1082868,0.03535724,0.001220667,0.0001255165,0.0001181094,0.0003933107,0.3376194],"genre_scores_gemma":[0.9707065,0.0007134821,0.008359019,0.000872421,0.000140542,0.00002987761,0.0000350075,0.00008406422,0.01905894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008010338,"threshold_uncertainty_score":0.02449417,"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."}}