{"id":"W4408903906","doi":"10.1075/jslp.25013.sed","title":"Teaching perspectives","year":2025,"lang":"en","type":"article","venue":"Journal of Second Language Pronunciation","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001124296,0.00003741319,0.00007892776,0.0002181519,0.0002058718,0.00005167222,0.0001049333,0.00004291804,0.001208843],"category_scores_gemma":[0.0004644695,0.00003392133,0.0000678212,0.0001170804,0.0000321641,0.0002329252,0.000005698133,0.0001736166,0.00000467056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110718,"about_ca_system_score_gemma":0.0003551306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005427792,"about_ca_topic_score_gemma":0.001325633,"domain_scores_codex":[0.9993522,0.0001615309,0.0001737107,0.00005151284,0.0001687304,0.00009238693],"domain_scores_gemma":[0.9994319,0.00007090114,0.0002009847,0.00004622824,0.00021172,0.00003823514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002675753,0.0001876491,0.02013858,0.00003353896,0.00008149566,0.000004389813,0.7815963,0.000003901103,0.001765041,0.09841158,0.003926971,0.09382375],"study_design_scores_gemma":[0.0003452009,0.00004301117,0.07247229,0.00005244281,0.00002975577,0.000002418795,0.6706954,0.000004690367,0.0002100352,0.002765352,0.253298,0.00008139096],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8102789,0.003089056,0.0002926263,0.005591887,0.0006200105,0.00008805488,9.877854e-7,0.00001498798,0.1800235],"genre_scores_gemma":[0.9840403,0.00003148265,0.0006721396,0.0003435511,0.0004060646,0.000001217842,7.909305e-7,0.000002027027,0.01450247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493711,"threshold_uncertainty_score":0.9997042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089508377891995,"score_gpt":0.3536930115105207,"score_spread":0.3427979277316008,"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."}}