{"id":"W4396858274","doi":"10.15173/ijsap.v8i1.5571","title":"In partnership, for partnership","year":2024,"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":"Wilfrid Laurier University; University of Waterloo","funders":"","keywords":"General partnership; Business; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002482946,0.0001172794,0.0001227144,0.0002588954,0.0003472229,0.001127064,0.0006772896,0.00007055019,0.000623652],"category_scores_gemma":[0.000561923,0.0001119964,0.0001851305,0.0001641544,0.00006717634,0.0006638588,0.00003750844,0.0002201266,0.0001151183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004913466,"about_ca_system_score_gemma":0.0004362468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126422,"about_ca_topic_score_gemma":0.0002345538,"domain_scores_codex":[0.9979786,0.0001229475,0.0003647174,0.0002349522,0.0009208079,0.0003779229],"domain_scores_gemma":[0.9988105,0.0005708797,0.00009091559,0.00007215476,0.0002671507,0.0001883927],"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":[0.0002262505,0.0003214241,0.01058397,0.00002251756,0.0004234057,0.00007745563,0.02846405,0.0001287148,0.00001996413,0.483946,0.4685543,0.007232007],"study_design_scores_gemma":[0.0006432094,0.00004790481,0.0007367108,0.00006845305,0.00002434312,0.000009179619,0.006231899,0.00005032984,0.00001991125,0.01747684,0.9745549,0.0001363053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3801108,0.002351823,0.004602489,0.2596835,0.06056021,0.003725002,0.00005378261,0.000375348,0.2885371],"genre_scores_gemma":[0.9255998,0.0003548333,0.0002472016,0.001619074,0.002714255,0.0002783703,0.0000145408,0.00002392057,0.06914808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.545489,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1486507403890881,"score_gpt":0.6149284784319899,"score_spread":0.4662777380429018,"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."}}