{"id":"W4411016573","doi":"10.1002/yd.20664","title":"“We Struggle to Get a Voice Heard”: The Experiences of Student Leaders","year":2025,"lang":"en","type":"article","venue":"New Directions for Student Leadership","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Niagara College","funders":"","keywords":"Status quo; Performative utterance; Student affairs; Work (physics); Public relations; Pedagogy; Sociology; Political science; Medical education; Higher education; Medicine; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003541467,0.0001468055,0.0002139646,0.0002509306,0.0004848349,0.00005205903,0.0007843383,0.00008576358,0.0005317237],"category_scores_gemma":[0.0000880491,0.000125132,0.000140895,0.0007648439,0.0001694071,0.00004716954,0.00007887558,0.0002230252,0.00008747111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281867,"about_ca_system_score_gemma":0.000198718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000465626,"about_ca_topic_score_gemma":0.001452194,"domain_scores_codex":[0.998444,0.0002211551,0.0004351478,0.0003215166,0.0002495942,0.0003285513],"domain_scores_gemma":[0.9981275,0.0006421175,0.0001115492,0.0008475684,0.0001529923,0.0001183278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005665619,0.0005012942,0.0105749,0.00004404074,0.0001536707,9.32285e-8,0.8001834,0.00002210815,0.0000229944,0.0116496,0.1623125,0.01447874],"study_design_scores_gemma":[0.0003359945,0.000095719,0.04488087,0.00004710715,0.00002933164,8.446859e-7,0.6747451,0.000001460572,0.00005840923,0.00009340608,0.2796321,0.00007963028],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.447196,0.01451243,0.004222832,0.4506425,0.0144385,0.004913021,0.00002425866,0.0003821501,0.06366829],"genre_scores_gemma":[0.9179755,0.00006975436,0.0004737306,0.003409335,0.0001967265,0.001709754,0.000006326509,0.00001625628,0.07614259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4707795,"threshold_uncertainty_score":0.5822002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2244272686650043,"score_gpt":0.4945256519239105,"score_spread":0.2700983832589061,"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."}}