{"id":"W4292109380","doi":"10.1108/ijshe-02-2022-0037","title":"Students leading students: a qualitative study exploring a student-led model for engagement with the sustainable development goals","year":2022,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Student engagement; Thematic analysis; Grassroots; Higher education; Originality; Sustainable development; Public relations; Qualitative research; Pedagogy; Sustainability; Sociology; Political science; Psychology; Politics; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01299685,0.0001690105,0.0002377616,0.0004493812,0.001194124,0.0004540449,0.001639191,0.00002357098,0.0002438483],"category_scores_gemma":[0.0003942667,0.0001393542,0.00008045191,0.0004993043,0.0000844967,0.0009778832,0.0003766058,0.0004623666,0.000001137159],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008230177,"about_ca_system_score_gemma":0.003419801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004229084,"about_ca_topic_score_gemma":0.0002151528,"domain_scores_codex":[0.9940633,0.001755776,0.0007783604,0.0002866222,0.002728774,0.0003871434],"domain_scores_gemma":[0.9957789,0.0006989408,0.0005098755,0.000194631,0.00271407,0.0001036337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003821338,0.007232302,0.0920141,0.00002797348,0.0003521957,0.00001369343,0.8713372,0.01197808,0.000001535662,0.0146136,0.001098218,0.0009489651],"study_design_scores_gemma":[0.001217992,0.0002389577,0.05979304,0.00001737053,0.00004653171,9.974641e-7,0.8614458,0.000008618656,0.000002007118,0.002209986,0.07487815,0.0001404992],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744656,0.00007965191,0.0007443866,0.02039671,0.001605351,0.002433603,0.000002129812,0.00001380126,0.0002587395],"genre_scores_gemma":[0.9821431,0.00001272115,0.000373508,0.0003069077,0.0002855946,0.00345461,0.000005857591,0.00001884465,0.01339883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07377993,"threshold_uncertainty_score":0.995577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409462352713964,"score_gpt":0.4927244595862805,"score_spread":0.3517782243148841,"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."}}