{"id":"W4313330978","doi":"10.18357/otessac.2022.2.1.125","title":"Feedback Generation through Artificial Intelligence","year":2022,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Process (computing); Dashboard; Artificial intelligence; Learning analytics; Educational data mining; Machine learning; Data science","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":[0.01431836,0.001279125,0.0007934705,0.002662562,0.001089584,0.004883906,0.002412704,0.001900646,0.007692407],"category_scores_gemma":[0.05461508,0.0005164502,0.001072099,0.001426731,0.002811627,0.004503349,0.004098135,0.002392393,0.002090565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001735235,"about_ca_system_score_gemma":0.002480064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161712,"about_ca_topic_score_gemma":0.001190488,"domain_scores_codex":[0.9833838,0.008715379,0.001000092,0.001861924,0.004546012,0.0004928336],"domain_scores_gemma":[0.9649079,0.02530923,0.001548872,0.003365732,0.004394516,0.0004737614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002793219,0.0004154366,0.00457643,0.001363223,0.0001769736,0.0004197008,0.003999893,0.04168544,0.00957648,0.2036853,0.01319149,0.7206303],"study_design_scores_gemma":[0.0001869237,0.0004623503,0.002195364,0.0009373685,0.0001654735,0.0005451877,0.001698278,0.3867603,0.01855089,0.4673418,0.1209734,0.0001827356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0110288,0.0008672439,0.9610027,0.002985165,0.0002891308,0.0006560875,0.0001650098,0.002296513,0.02070936],"genre_scores_gemma":[0.4046068,0.001308656,0.5802153,0.001127506,0.000242974,0.001035143,0.0004851041,0.0004088837,0.01056953],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01431836,"threshold_uncertainty_score":0.07572365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193818343776422,"score_gpt":0.4038224850280165,"score_spread":0.2844406506503743,"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."}}