{"id":"W4386038959","doi":"10.46743/2160-3715/2023.5738","title":"Tutors and Their Feedback in Online Tutorials: The Case in a Distance Teaching University","year":2022,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Nova Southeastern University","keywords":"Peer feedback; Corrective feedback; Mathematics education; Computer science; Visual feedback; Higher education; Multimedia; Psychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01146962,0.0003731827,0.0005647754,0.001715384,0.0093383,0.004920341,0.001809463,0.003039769,0.002554707],"category_scores_gemma":[0.03570231,0.0003725148,0.0003928033,0.001418158,0.005698589,0.003376969,0.004585798,0.002617168,0.0003874261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005208703,"about_ca_system_score_gemma":0.004090447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006937199,"about_ca_topic_score_gemma":0.01136826,"domain_scores_codex":[0.9778144,0.01753419,0.0005539425,0.0007710477,0.001855337,0.001471053],"domain_scores_gemma":[0.9611176,0.02431481,0.003818728,0.001014793,0.003506601,0.006227405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002099952,0.0006801196,0.04870006,0.0002258073,0.00002448117,0.01906018,0.8945408,0.0003813888,0.002236151,0.004826221,0.001752209,0.02736261],"study_design_scores_gemma":[0.00003720338,0.0004470914,0.01971796,0.0002487461,0.00003718298,0.008237862,0.947454,0.001675286,0.001922175,0.001650869,0.01850244,0.00006927339],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896225,0.0004900825,0.002884565,0.002145932,0.00006276615,0.00004839879,0.00001673396,0.00002894266,0.004700172],"genre_scores_gemma":[0.9980421,0.0001629977,0.0006890595,0.0001774713,0.00002374734,0.00001802044,0.000006691963,0.000008130348,0.0008716906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146962,"threshold_uncertainty_score":0.06065786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0743779762373059,"score_gpt":0.4390340217763877,"score_spread":0.3646560455390818,"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."}}