{"id":"W3160523268","doi":"10.15173/ijsap.v5i1.4626","title":"Recognizing students’ expertise and insights in expanding forms of academic writing and publishing about learning and teaching","year":2021,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hong Kong Baptist University; George Mason University","keywords":"Publishing; Mathematics education; Sociology; Pedagogy; Computer science; Psychology; Art; Literature","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02827103,0.0005024811,0.000548617,0.002016253,0.006175401,0.02450787,0.001580509,0.006682686,0.004079666],"category_scores_gemma":[0.1250263,0.0004168615,0.0006661234,0.001613352,0.0119555,0.01441237,0.009972769,0.01286873,0.001775889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500699,"about_ca_system_score_gemma":0.006661942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004386371,"about_ca_topic_score_gemma":0.001983657,"domain_scores_codex":[0.9605739,0.01883535,0.003973058,0.001739378,0.01299159,0.001886801],"domain_scores_gemma":[0.8249354,0.1255665,0.008853002,0.007570858,0.02036984,0.01270444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008023056,0.0001378614,0.004935796,0.001616543,0.00007779959,0.002479295,0.3035407,0.0003059944,0.005263381,0.09202349,0.2614712,0.3280677],"study_design_scores_gemma":[0.00001471835,0.0001014503,0.002155115,0.001094215,0.00003534063,0.00363674,0.05636522,0.0004375736,0.00225539,0.04112764,0.8926864,0.00009025769],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06827231,0.02315232,0.04155252,0.520809,0.2105087,0.0001719906,0.00006078012,0.0006244395,0.134848],"genre_scores_gemma":[0.644587,0.02720931,0.02932663,0.09194937,0.135482,0.0001945443,0.00009221866,0.001283345,0.06987566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9754921,"threshold_uncertainty_score":0.1495133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08614576167956443,"score_gpt":0.5598729458712826,"score_spread":0.4737271841917181,"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."}}