{"id":"W4415225135","doi":"10.15173/ijsap.v9i2.5988","title":"Reimagining our relationships in the university","year":2025,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Vision; Power (physics); Space (punctuation); Work (physics); Process (computing); Generative grammar; Transformation (genetics)","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":[0.002109865,0.00004088072,0.00004328881,0.0001484872,0.0007909581,0.0002673836,0.0007049991,0.00002525848,0.00004506833],"category_scores_gemma":[0.000485816,0.00003146495,0.00005049438,0.000175744,0.0000249381,0.0002652247,0.00003394762,0.0002881443,0.00002399979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933807,"about_ca_system_score_gemma":0.0002456298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118379,"about_ca_topic_score_gemma":0.0004004451,"domain_scores_codex":[0.9988736,0.0003082126,0.0001330884,0.00007951062,0.0004877841,0.0001178406],"domain_scores_gemma":[0.9994361,0.0002350594,0.00007569733,0.00005090953,0.0001675837,0.00003459799],"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":[0.00008021028,0.0002221263,0.3673006,0.000001619071,0.0001659961,0.00003149416,0.03709664,0.0002565977,0.000002347577,0.4403124,0.1493544,0.00517555],"study_design_scores_gemma":[0.0003691092,0.000006346477,0.06600594,0.00001956908,0.00001114363,0.000001902256,0.1007975,0.000006218178,5.697733e-7,0.003915872,0.8288321,0.00003368509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2646965,0.00008612163,0.002890136,0.3732843,0.01260306,0.0005723516,0.000006710379,0.00003620268,0.3458246],"genre_scores_gemma":[0.9677075,0.0001353753,0.0001904268,0.0008010555,0.0002292489,0.000004494075,0.000002590761,0.000002070483,0.03092724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.703011,"threshold_uncertainty_score":0.608349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1397273553011238,"score_gpt":0.5829958324354314,"score_spread":0.4432684771343076,"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."}}