{"id":"W4401978189","doi":"10.26522/brocked.v33i3.1174","title":"Beyond Work: AI and Educational Labour","year":2024,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Work (physics); Sociology; Psychology; Engineering","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":[0.00324207,0.0002708407,0.0002926008,0.002174667,0.006527173,0.01079773,0.0007459124,0.002577623,0.00795792],"category_scores_gemma":[0.005578809,0.0001287047,0.0002543624,0.001967902,0.05210242,0.01194262,0.006895141,0.003475648,0.0008923069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005718791,"about_ca_system_score_gemma":0.003702541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004481644,"about_ca_topic_score_gemma":0.004125114,"domain_scores_codex":[0.9958824,0.002452096,0.0001161606,0.0002620909,0.0005537205,0.0007335913],"domain_scores_gemma":[0.994716,0.003102805,0.0004285559,0.0004524256,0.0004052185,0.0008950201],"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":[0.00002196863,0.00002599779,0.001026577,0.00005005521,0.000002126298,0.0000789696,0.03241908,0.00009651219,0.00006181694,0.9468837,0.001923381,0.01740966],"study_design_scores_gemma":[0.00001466661,0.00004799896,0.004843784,0.0005157578,0.000003877672,0.0001458055,0.06534377,0.0003123421,0.0001377654,0.7225331,0.2060799,0.00002119386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1618765,0.02168943,0.009686305,0.1369251,0.000970857,0.00004612393,0.00006660608,0.00007114646,0.6686679],"genre_scores_gemma":[0.9768776,0.00387269,0.0008562978,0.003166606,0.0004770094,0.0000372122,0.00001996199,0.00002368606,0.01466888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01079773,"threshold_uncertainty_score":0.041493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00670974359734689,"score_gpt":0.2929006913942657,"score_spread":0.2861909477969188,"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."}}