{"id":"W2903075875","doi":"10.15173/ijsap.v2i2.3576","title":"Students as partners in action: Evaluating a university-wide initiative","year":2018,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Medical education; Action (physics); Institution; Process (computing); Psychology; Medicine; Business; Political science; Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002382824,0.0001337365,0.000143139,0.0002928199,0.0009338379,0.0005236021,0.00105743,0.00006967557,0.001257361],"category_scores_gemma":[0.001057392,0.0001434285,0.000110611,0.0002661994,0.0001661314,0.0008142589,0.0001450053,0.0002840887,0.0002820025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090555,"about_ca_system_score_gemma":0.0005726151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006727693,"about_ca_topic_score_gemma":0.001150749,"domain_scores_codex":[0.9966451,0.0004380917,0.0003416724,0.0002537775,0.001973219,0.0003481443],"domain_scores_gemma":[0.9981171,0.0004114479,0.0003245544,0.00009075546,0.000839887,0.0002162679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001409517,0.001647658,0.742641,0.000008090833,0.001535996,0.0002167585,0.1425635,0.0003015461,0.00007594089,0.03684011,0.05243768,0.02032222],"study_design_scores_gemma":[0.002503227,0.0003466255,0.06528672,0.00008876831,0.00005098724,0.00001234117,0.08405808,0.00002107316,0.00004059779,0.00237918,0.8449792,0.0002332553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398977,0.00001608077,0.0002266826,0.006591106,0.005510849,0.0003879854,0.000005985716,0.00002956151,0.04733407],"genre_scores_gemma":[0.9743427,0.0002412172,0.0003113688,0.00136651,0.001130866,0.00001759344,0.000008390374,0.00001374816,0.02256761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7925414,"threshold_uncertainty_score":0.9996556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2268875472459486,"score_gpt":0.6419074913760067,"score_spread":0.415019944130058,"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."}}