{"id":"W4410024840","doi":"10.55016/pbgrc.v1i1.81403","title":"Fostering Cultural Awareness and Identity Through Multimodal Approaches: An Action Research Study","year":2025,"lang":"en","type":"article","venue":"Peer Beyond Graduate Research Conference","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Action (physics); Identity (music); Action research; Cultural identity; Sociology; Psychology; Social psychology; Aesthetics; Pedagogy; Art","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008212232,0.0002202338,0.0002891501,0.0004327861,0.003553706,0.002930656,0.0006022434,0.00007908921,0.0001568834],"category_scores_gemma":[0.0008958902,0.0001859751,0.00004846268,0.0002956296,0.000961847,0.00205531,0.001098676,0.002106423,0.00004967687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290366,"about_ca_system_score_gemma":0.0002352218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602264,"about_ca_topic_score_gemma":0.01200028,"domain_scores_codex":[0.9939069,0.00236015,0.00030824,0.0007661193,0.001839373,0.0008191842],"domain_scores_gemma":[0.9968498,0.0004757176,0.00004879337,0.000489541,0.001990298,0.0001458263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000227312,0.001117934,0.01080743,0.0004398965,0.00017767,0.00003963759,0.5298718,0.00003621143,0.000872849,0.3473489,0.00248091,0.1065794],"study_design_scores_gemma":[0.001720376,0.001026546,0.0227271,0.0003258567,0.00004632598,0.000007342367,0.8355096,0.0117015,0.000441665,0.1009841,0.02485624,0.0006533779],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466584,0.0001290568,0.0002584631,0.002045274,0.0003030976,0.0006847277,0.00001301158,0.0001286862,0.04977927],"genre_scores_gemma":[0.9830483,0.00005598647,0.0001314821,0.00002029856,0.0003121924,0.0001572945,0.00003940172,0.00002208055,0.01621297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3056378,"threshold_uncertainty_score":0.9981044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7744368543967798,"score_gpt":0.546687846415614,"score_spread":0.2277490079811658,"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."}}