{"id":"W3188025666","doi":"","title":"Editorial Note: From Conventional AI to Modern AI in Education: Re- examining AI and Analytic Techniques for Teaching and Learning","year":2021,"lang":"en","type":"editorial","venue":"Educational Technology & Society","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College","funders":"","keywords":"Mathematics education; Computer science; Artificial intelligence; Teaching method; Educational technology; Higher education; Psychology","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":[0.01235906,0.003631086,0.004641826,0.007374285,0.008215003,0.01457818,0.004821217,0.02622795,0.01940115],"category_scores_gemma":[0.04468323,0.001431054,0.002784263,0.003603202,0.005026002,0.007905645,0.003529032,0.02649596,0.01482937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005870295,"about_ca_system_score_gemma":0.008664043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005370008,"about_ca_topic_score_gemma":0.01638106,"domain_scores_codex":[0.9878648,0.00156,0.001175754,0.001283107,0.007444277,0.0006721109],"domain_scores_gemma":[0.9409624,0.02177011,0.00279101,0.00138612,0.02573202,0.007358384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009787018,0.00000655114,0.00001019761,0.00007092289,0.000005232936,0.00004167354,0.00001444407,0.000009580299,0.00002099051,0.0001635594,0.9973605,0.002286496],"study_design_scores_gemma":[0.00003767678,0.00001512774,0.00019488,0.0004999085,0.00003430621,0.0001719481,0.00009410688,0.0001281397,0.00007035433,0.001032845,0.9976984,0.00002227295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001506669,0.002197485,0.00007306144,0.03391422,0.9627213,0.00001075893,0.00002479722,0.0000248411,0.001018345],"genre_scores_gemma":[0.0002253353,0.001647183,0.00008817046,0.01812326,0.9736407,0.00002113582,0.00001584583,0.00004051769,0.006197846],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02622795,"threshold_uncertainty_score":0.06536168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008124525294557282,"score_gpt":0.3291409004297018,"score_spread":0.3210163751351445,"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."}}