{"id":"W2979356167","doi":"10.15173/ijsap.v3i2.3714","title":"Developing a collaborative book project on higher education pedagogy: The institutional, organizational, and community identity dimensions of student-staff partnerships","year":2019,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Pedagogy; Identity (music); Sociology; Public relations; Political 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001692377,0.0001231665,0.0001400822,0.0001627725,0.001678478,0.0004410843,0.0007272362,0.00005451713,0.0003261759],"category_scores_gemma":[0.0003783464,0.00008972667,0.00005671589,0.0002861239,0.0001923184,0.0007560297,0.0001474221,0.0003540673,0.00003662725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004549534,"about_ca_system_score_gemma":0.002289428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002261378,"about_ca_topic_score_gemma":0.0002300297,"domain_scores_codex":[0.997377,0.0006644383,0.0003537073,0.0001530319,0.001280012,0.0001718261],"domain_scores_gemma":[0.9975059,0.0005840939,0.0003641292,0.000133309,0.001329632,0.00008292905],"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":[0.000133536,0.001366312,0.07969349,0.00001487906,0.0005843893,0.000001881963,0.03697703,0.0001173505,0.00004618555,0.8628044,0.01778138,0.0004792186],"study_design_scores_gemma":[0.0007996646,0.0001753159,0.04934699,0.0001192616,0.00004992186,0.00000741853,0.0830719,0.000001763581,0.00003050045,0.005162507,0.8610755,0.0001592795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714835,0.0002460033,0.00008666061,0.01424564,0.004720272,0.0009155441,0.00002172816,0.00001857695,0.008262119],"genre_scores_gemma":[0.9835148,0.0008595737,0.000236369,0.001551667,0.0003314064,0.00007152393,0.00003290569,0.00001220904,0.01338951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8576419,"threshold_uncertainty_score":0.9996212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1749224777526321,"score_gpt":0.5779275427923314,"score_spread":0.4030050650396994,"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."}}