{"id":"W4307803538","doi":"10.47408/jldhe.vi25.962","title":"TALON: hybrid education","year":2022,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of the Arts London","keywords":"Globe; Blended learning; Class (philosophy); Hybrid learning; Lexicon; Face (sociological concept); Work (physics); Higher education; Pedagogy; Mathematics education; Computer science; Sociology; Psychology; Educational technology; Engineering; Political science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001549424,0.0004648921,0.0002752804,0.0006730404,0.001358619,0.004281578,0.001703072,0.001188067,0.1174539],"category_scores_gemma":[0.002670536,0.0002336399,0.0003656533,0.0007716608,0.0008481265,0.003917746,0.008520398,0.001728238,0.02335666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811294,"about_ca_system_score_gemma":0.002785891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506918,"about_ca_topic_score_gemma":0.005896519,"domain_scores_codex":[0.999105,0.000225225,0.00002639846,0.0001231138,0.0002936241,0.0002265827],"domain_scores_gemma":[0.9974512,0.0004840674,0.0000662613,0.0003280087,0.000211269,0.001459105],"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":[0.0003960209,0.0004182325,0.001567348,0.0003124429,0.00001922482,0.000349381,0.002222386,0.0008121962,0.003167277,0.05219398,0.3952589,0.5432826],"study_design_scores_gemma":[0.00005775405,0.0001121815,0.001488819,0.0001221695,0.000005794668,0.0001953632,0.000636275,0.001004053,0.0009616162,0.01254527,0.9828458,0.00002480562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03633974,0.0025506,0.1419841,0.009163924,0.002139026,0.0008409285,0.005498399,0.06711148,0.7343718],"genre_scores_gemma":[0.182801,0.00275407,0.1335236,0.005227914,0.0007588893,0.001804042,0.0106577,0.0106355,0.6518374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1174539,"threshold_uncertainty_score":0.3929226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750926307529834,"score_gpt":0.3324258495626269,"score_spread":0.3049165864873286,"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."}}