{"id":"W4415225067","doi":"10.15173/ijsap.v9i2.6698","title":"Embedding student voice in European alliances","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Focus (optics); Grounded theory; Higher education; Embedding; Focus group; Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02661764,0.0003827747,0.0003328856,0.001625425,0.01219729,0.01828326,0.001870711,0.003281152,0.006601632],"category_scores_gemma":[0.02392893,0.0003343956,0.0004632123,0.00189077,0.01881762,0.01622367,0.03189026,0.003183868,0.0008272332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004340498,"about_ca_system_score_gemma":0.006696805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001588,"about_ca_topic_score_gemma":0.002128843,"domain_scores_codex":[0.9695703,0.02556504,0.0004128668,0.001064748,0.001174021,0.002213031],"domain_scores_gemma":[0.9852228,0.008064261,0.001351629,0.001771215,0.0008556592,0.002734513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009444582,0.0001847943,0.006845974,0.0001207379,0.00002177954,0.0008416215,0.3429705,0.0005651331,0.0006493572,0.5636092,0.002827536,0.08126897],"study_design_scores_gemma":[0.00004773657,0.0002541154,0.002820465,0.0004982184,0.00002657432,0.001019835,0.5029809,0.001433151,0.001230964,0.1793197,0.3103143,0.00005410227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5721626,0.002212197,0.04879749,0.01857903,0.0006908792,0.0001913614,0.00003527634,0.0002182771,0.3571128],"genre_scores_gemma":[0.9891058,0.0002910868,0.003156283,0.0006276545,0.00003766938,0.00006801706,0.00001006232,0.00002245593,0.006681001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02661764,"threshold_uncertainty_score":0.1407692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0914058679637381,"score_gpt":0.583377867513645,"score_spread":0.4919719995499068,"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."}}