{"id":"W4414182798","doi":"10.31803/tg-20250326033909","title":"Creating an AI Human Professor Model to Implement a New Educational Paradigm of the 4th Industrial Revolution","year":2025,"lang":"en","type":"article","venue":"Tehnički glasnik","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Ministry of Science and ICT, South Korea; National IT Industry Promotion Agency","keywords":"Industrial Revolution; Production (economics); Production model; Digital Revolution; Face (sociological concept); Pandemic","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":[0.0003222773,0.0001047859,0.0001266193,0.0001465628,0.0003107617,0.00002794217,0.00101476,0.0001155324,0.00003100368],"category_scores_gemma":[0.0001272817,0.00008733488,0.00004692174,0.00054347,0.00004662167,0.0002123724,0.0002825385,0.0002430126,0.000007647916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001154963,"about_ca_system_score_gemma":0.001825295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003519845,"about_ca_topic_score_gemma":0.0002485921,"domain_scores_codex":[0.9989183,0.00007895503,0.0003044982,0.0002965824,0.0001940897,0.0002075613],"domain_scores_gemma":[0.9989987,0.00008176557,0.0001188052,0.0006543522,0.00008271033,0.00006363877],"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":[0.00000600515,0.0001172368,0.005860926,0.000005350829,0.00001317023,4.063298e-8,0.001056709,0.0003591343,0.0009221594,0.9543858,0.03486063,0.002412823],"study_design_scores_gemma":[0.0008172196,0.0002171651,0.06535882,0.0001721987,0.00004055203,0.000006909901,0.0002851307,0.01875571,0.006354039,0.8957722,0.01188338,0.0003366689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5973675,0.0001379358,0.2037004,0.1889353,0.001598462,0.001246919,0.00001961436,0.0001943265,0.006799588],"genre_scores_gemma":[0.9802542,0.000001095057,0.01088489,0.001434703,0.0002200748,0.00008216326,0.00001114163,0.000004869434,0.007106895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3828866,"threshold_uncertainty_score":0.3561413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09352650869798342,"score_gpt":0.4073668130857266,"score_spread":0.3138403043877432,"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."}}