{"id":"W4387665331","doi":"10.15173/ijsap.v7i2.5426","title":"Book Review of Building courage, confidence, and capacity in learning and teaching through student-faculty partnership: Stories from across contexts and arenas of practice, edited by Alison Cook-Sather and Chanelle Wilson","year":2023,"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":"","funders":"","keywords":"Courage; General partnership; Sociology; Mathematics education; Psychology; Political science; Philosophy; Theology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.002582712,0.0001165651,0.0002574787,0.0000589686,0.000397927,0.0002301063,0.0001725571,0.00005382813,0.00004048187],"category_scores_gemma":[0.001453163,0.0001084684,0.00003018656,0.00006888366,0.0002192031,0.0007618472,0.0001139946,0.0002899382,4.14836e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006913376,"about_ca_system_score_gemma":0.00004401483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612659,"about_ca_topic_score_gemma":0.0001483877,"domain_scores_codex":[0.9980888,0.0003403089,0.0004034795,0.0002054456,0.0007695822,0.0001923667],"domain_scores_gemma":[0.9982014,0.0008645392,0.0005148372,0.00004311302,0.0002788103,0.00009732826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003891625,0.0005369981,0.4250501,0.0004295557,0.001313568,0.00003598565,0.442336,0.0000329846,0.0008736645,0.0160922,0.1056367,0.007273086],"study_design_scores_gemma":[0.001305897,0.0001159111,0.01473968,0.001591627,0.00006482889,0.00001021113,0.08235241,0.00001398011,0.00008706336,0.0003418731,0.8992258,0.0001506696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706194,0.02272518,0.00007967626,0.005027081,0.0005350608,0.0003570131,0.00004964461,0.00001309773,0.0005937942],"genre_scores_gemma":[0.9150058,0.08161959,0.0001782355,0.0008379433,0.0001572929,0.00002344743,0.0000218013,0.00001150157,0.002144387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7935892,"threshold_uncertainty_score":0.4423212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09714136072474935,"score_gpt":0.5730796150892816,"score_spread":0.4759382543645323,"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."}}