{"id":"W3161889531","doi":"10.15173/ijsap.v5i1.4452","title":"Models for exploring partnership: Introducing sparqs’ student partnership staircase as a reflective tool for staff and students","year":2021,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Benchmarking; Reflection (computer programming); Quality (philosophy); Scale (ratio); Psychology; Computer science; Public relations; Mathematics education; Pedagogy; Political science; Business; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02136367,0.00126672,0.0004985967,0.002689859,0.004926366,0.01143569,0.002681936,0.003967694,0.007459499],"category_scores_gemma":[0.03730699,0.0007149425,0.001311777,0.001728426,0.01433293,0.01822861,0.0157517,0.006270832,0.002789283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004832413,"about_ca_system_score_gemma":0.008275409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911937,"about_ca_topic_score_gemma":0.007665008,"domain_scores_codex":[0.9593178,0.03393907,0.0008291153,0.000973294,0.003850704,0.00108993],"domain_scores_gemma":[0.9595803,0.02821337,0.001807683,0.003360688,0.004095927,0.002942057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001014658,0.0002895969,0.002911741,0.001142394,0.00003988716,0.0009731861,0.5237746,0.00244509,0.003312978,0.2749754,0.04473799,0.1452956],"study_design_scores_gemma":[0.00005602606,0.0002410981,0.0008244135,0.001287471,0.00002235387,0.001534744,0.1930838,0.006269651,0.002269697,0.1220409,0.6722334,0.0001364558],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04727403,0.001883342,0.764148,0.05995676,0.001972691,0.001592505,0.000276815,0.002333195,0.1205626],"genre_scores_gemma":[0.343731,0.002167978,0.6105626,0.005492822,0.0002338381,0.00275623,0.0002331391,0.0006531795,0.03416931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02136367,"threshold_uncertainty_score":0.1129833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2232418551172141,"score_gpt":0.5752385608612657,"score_spread":0.3519967057440516,"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."}}