{"id":"W4410241868","doi":"10.18280/mmep.120424","title":"Document Recognition in Education Sector Using Machine Learning Algorithms","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Computer science; Machine learning; Artificial intelligence; Algorithm; Pattern recognition (psychology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002207657,0.0001004053,0.0001130694,0.0001787636,0.00007034431,0.00006752115,0.00004512048,0.0000510634,0.00001483678],"category_scores_gemma":[0.0001264804,0.00009905636,0.00002068193,0.0002657249,0.00001488671,0.00009722933,0.00001743735,0.00020932,0.000007663247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006593626,"about_ca_system_score_gemma":0.00001938774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002132002,"about_ca_topic_score_gemma":6.569958e-7,"domain_scores_codex":[0.9992781,0.00003166925,0.0002257316,0.000225354,0.00009236675,0.0001467456],"domain_scores_gemma":[0.9997241,0.000108376,0.0000343391,0.00007909222,0.00001473213,0.000039313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000843055,0.0001472366,0.00002716857,0.0007385095,0.000004680717,9.702454e-7,0.0006247766,0.8725835,0.08942673,0.01344423,0.000002132495,0.02299165],"study_design_scores_gemma":[0.0001320468,0.00001161001,0.0000065081,0.0003319538,0.000006039358,0.00001038531,0.00002775116,0.9632809,0.01295466,0.02292967,0.0002102244,0.00009823507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3007838,0.0001165916,0.6980035,0.000126979,0.0001468165,0.0001973272,6.775991e-7,0.0001292406,0.0004951588],"genre_scores_gemma":[0.9812245,0.00007706698,0.01829049,0.00004667126,0.00002152705,0.00005313232,0.000002250693,0.0000142261,0.0002700908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6804408,"threshold_uncertainty_score":0.4039401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05131952228771449,"score_gpt":0.2586925926538027,"score_spread":0.2073730703660882,"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."}}