{"id":"W4412771341","doi":"10.69554/gfjl2684","title":"Education as a service (EaaS): Unlocking new possibilities","year":2025,"lang":"en","type":"article","venue":"Advances in online education.","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Service (business); Business; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001911553,0.0001487287,0.000151807,0.00051009,0.000167808,0.00007174442,0.0003259282,0.0001029052,0.00009071081],"category_scores_gemma":[0.0004112243,0.0001572647,0.0000244379,0.002052005,0.00006415849,0.00118517,0.000141688,0.000219271,0.00005861769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001681764,"about_ca_system_score_gemma":0.00152911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007177189,"about_ca_topic_score_gemma":0.0007711373,"domain_scores_codex":[0.9990602,0.000009465175,0.0003325885,0.0002902148,0.0001108927,0.0001966266],"domain_scores_gemma":[0.9992195,0.00004654475,0.0001522449,0.0002296534,0.0003455104,0.000006505906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001016297,0.0003822677,0.02760201,0.0001440825,0.0000076759,1.479085e-7,0.0003179673,0.00001819704,0.000007619296,0.7322615,0.004044578,0.2352038],"study_design_scores_gemma":[0.0001544528,0.000002464512,0.01738389,0.0001827663,0.000009563367,4.896075e-7,0.01121505,0.00005206037,0.00005195508,0.542795,0.427992,0.000160352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6953428,0.007164845,0.001243422,0.05196078,0.007838135,0.0008055342,0.000001983553,0.0003301289,0.2353123],"genre_scores_gemma":[0.9068523,0.0002664592,0.02272364,0.04670399,0.002208663,0.0002380449,0.0003266677,0.0000295667,0.02065063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4239474,"threshold_uncertainty_score":0.6413067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107097864599979,"score_gpt":0.3130136009292315,"score_spread":0.3023038144692336,"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."}}