{"id":"W2903458642","doi":"10.15173/ijsap.v2i2.3410","title":"‘Interactions with purpose’: Exploring staff understandings of student engagement in a university with an ethos of staff-student partnership","year":2018,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethos; General partnership; Student engagement; Pedagogy; Qualitative research; Psychology; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001550432,0.0001411407,0.0002038851,0.0003612079,0.0004201266,0.0001727136,0.0007927135,0.00003177228,0.0002929306],"category_scores_gemma":[0.00005257048,0.0001239621,0.00007156232,0.000276043,0.0002925665,0.0008927207,0.00009205262,0.0002424747,0.000003867774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000820926,"about_ca_system_score_gemma":0.0003668569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006929929,"about_ca_topic_score_gemma":0.003492867,"domain_scores_codex":[0.9971545,0.0003197748,0.0003827358,0.0002367689,0.00162293,0.0002833223],"domain_scores_gemma":[0.9982156,0.0001978927,0.0004632544,0.0001361195,0.0007997818,0.0001873378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003414338,0.006090592,0.4141029,0.00002456057,0.001809603,0.00009878351,0.4740264,0.001084307,0.000145379,0.09467302,0.0009580965,0.003572112],"study_design_scores_gemma":[0.003473761,0.002713096,0.04998367,0.0003058143,0.0001243618,0.00001004734,0.7820307,0.00001175942,0.0002572264,0.0003182308,0.1605031,0.0002683072],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869115,0.000008591916,0.001615037,0.0009454258,0.0008583083,0.0004652452,0.000009122791,0.00001507997,0.009171688],"genre_scores_gemma":[0.996784,0.0001587194,0.001122675,0.00003613538,0.00022341,0.00002393738,0.00000527827,0.00001516904,0.001630646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3641192,"threshold_uncertainty_score":0.5055028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2588837307356806,"score_gpt":0.5545735301790405,"score_spread":0.2956897994433599,"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."}}