{"id":"W4401977272","doi":"10.26522/brocked.v33i3.1178","title":"The Efficacy of GenAI Tools in Postsecondary Education","year":2024,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Postsecondary education; Psychology; Pedagogy; Sociology; Mathematics education; Higher education; Political science; Law","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":[0.0129018,0.0002654539,0.0002935807,0.0007042375,0.0006404732,0.001891206,0.0005939685,0.0004845885,0.001188564],"category_scores_gemma":[0.0528914,0.0001305322,0.0001970103,0.0003847455,0.0008277979,0.0009908227,0.001968655,0.0008508887,0.0002382392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007379203,"about_ca_system_score_gemma":0.001421142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007552404,"about_ca_topic_score_gemma":0.002022835,"domain_scores_codex":[0.9935969,0.003270408,0.0003285563,0.0003989582,0.001850171,0.0005550199],"domain_scores_gemma":[0.9527593,0.02843991,0.008927718,0.0019891,0.003323232,0.004560752],"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":[0.001142478,0.005960678,0.4212303,0.0005298759,0.0001320384,0.0001818923,0.01961069,0.0003813893,0.0062503,0.0006895401,0.001202632,0.5426882],"study_design_scores_gemma":[0.0000684449,0.009939002,0.9581972,0.000421852,0.0001284366,0.0002572954,0.01420047,0.001643098,0.008846291,0.0009179451,0.005303211,0.00007683309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973925,0.0001661708,0.0004669638,0.000140336,0.00001492084,0.0000389055,0.00001115699,0.00002834144,0.001740743],"genre_scores_gemma":[0.9986646,0.0001154231,0.0007558327,0.00004362733,0.000008210783,0.00003552104,0.00001754727,0.000003942234,0.0003553683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0129018,"threshold_uncertainty_score":0.06823206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280494013080645,"score_gpt":0.315863508816367,"score_spread":0.3030585686855605,"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."}}