{"id":"W7164896868","doi":"10.6093/al.vi1.12369","title":"Combining SLA Theory and Teaching Practice: “Big Bowl of Serial”, or, How to Use TV Series to Become Autonomous Learners of English","year":2025,"lang":"en","type":"article","venue":"Università degli Studi di Napoli Federico II","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Section (typography); Course (navigation); English language; Quality (philosophy); Language acquisition; Series (stratigraphy)","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000944217,0.0002867314,0.0005568177,0.0004557343,0.001672248,0.0003004158,0.0002945673,0.00008282642,0.00006561477],"category_scores_gemma":[0.003521536,0.0002730268,0.0000976821,0.0001428965,0.0002527212,0.0007740028,0.0006179754,0.000473739,0.000002468836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209437,"about_ca_system_score_gemma":0.0001405221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001532524,"about_ca_topic_score_gemma":0.0006064072,"domain_scores_codex":[0.998111,0.0005615487,0.0003071,0.0003991517,0.0002336109,0.0003875823],"domain_scores_gemma":[0.9978804,0.001052313,0.0002670145,0.0003064685,0.0003579617,0.0001358346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000972584,0.0002250913,0.001536021,0.0001142853,0.000451344,0.00001965361,0.5022427,0.0002516554,0.0003291594,0.4835072,0.004285856,0.006064458],"study_design_scores_gemma":[0.0008500934,0.0008557326,0.0005463781,0.0002543715,0.0001965817,0.000002523799,0.4721373,0.000012968,0.0001997941,0.00009581298,0.5245354,0.0003130211],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8866079,0.0001334473,0.0003803225,0.00213565,0.001115975,0.0003990554,0.00003499665,0.0002017766,0.1089909],"genre_scores_gemma":[0.9408718,0.00002578515,0.0007996834,0.0004257825,0.0001894325,0.000003998637,0.00000718335,0.00002967464,0.05764662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5202495,"threshold_uncertainty_score":0.9999722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02448645434204507,"score_gpt":0.256900526620538,"score_spread":0.2324140722784929,"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."}}