{"id":"W3160312153","doi":"10.15173/ijsap.v5i1.4554","title":"The important risk-taking of advocating for student partnership practice","year":2021,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Power (physics); Action (physics); Public relations; Political science; Sociology; Pedagogy; Law","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005321705,0.00009675907,0.0001254775,0.00004833235,0.001485873,0.0006998528,0.0007726016,0.00004112813,0.00009183821],"category_scores_gemma":[0.01249058,0.00007737231,0.0001931605,0.0001115539,0.00008316558,0.0003484653,0.00008511559,0.0002087574,0.000005434156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002492382,"about_ca_system_score_gemma":0.0005742292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001988446,"about_ca_topic_score_gemma":0.0003522988,"domain_scores_codex":[0.9971545,0.0003513337,0.0006100223,0.0001747997,0.001417626,0.0002916889],"domain_scores_gemma":[0.9934364,0.002519625,0.001921895,0.0001254785,0.001867149,0.0001294327],"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":[0.0008974178,0.002103623,0.2867685,0.00002435991,0.004836794,0.00007415274,0.1107997,0.0007426823,0.0001993652,0.459539,0.04718255,0.08683192],"study_design_scores_gemma":[0.0008068538,0.00007393205,0.009566244,0.00003861459,0.0001145881,0.00001681778,0.1071761,0.00001825728,0.0001145522,0.002538243,0.8794324,0.0001033488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.788973,0.003419649,0.007697576,0.08685756,0.03082947,0.002445667,0.00006658408,0.00008275989,0.07962778],"genre_scores_gemma":[0.9853721,0.002544038,0.002628552,0.0006262824,0.00126381,0.000129168,0.000009726851,0.00001741033,0.007408895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8322499,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152842120282124,"score_gpt":0.6159151824943785,"score_spread":0.500630970466166,"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."}}