{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01211791,0.0008619949,0.0007261027,0.0009982783,0.008763094,0.01843134,0.002295045,0.007378691,0.1300448],"category_scores_gemma":[0.04384531,0.0006589618,0.0006119848,0.001305938,0.004936195,0.01761824,0.02560925,0.02031577,0.07815132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138915,"about_ca_system_score_gemma":0.01840325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163609,"about_ca_topic_score_gemma":0.003344471,"domain_scores_codex":[0.976069,0.01150743,0.000998265,0.002219071,0.005397787,0.003808541],"domain_scores_gemma":[0.9655901,0.003180754,0.001964637,0.003317901,0.006743521,0.01920305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004462588,0.00009303608,0.0005382567,0.0002086973,0.00001831961,0.0002598908,0.005285905,0.00006054811,0.0003567444,0.07404522,0.8540005,0.06508832],"study_design_scores_gemma":[0.000006047419,0.00001860336,0.0001182493,0.0000870221,0.00000184458,0.0001534414,0.001872225,0.00001894157,0.00003348535,0.006905629,0.9907748,0.000009765547],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003809198,0.008671289,0.02432497,0.4052345,0.0552653,0.0009367052,0.0008580952,0.001910836,0.4989891],"genre_scores_gemma":[0.07614616,0.005897844,0.01508805,0.1922257,0.009215848,0.001173108,0.001128782,0.00184907,0.6972754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1300448,"threshold_uncertainty_score":0.4350433,"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."}}