{"id":"W7139015003","doi":"10.1109/icaiccit68829.2025.11434328","title":"Deep Learning Framework for Schizophrenia Detection and Classification Using Stacked Sparse Autoencoder","year":2025,"lang":"","type":"article","venue":"","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Autoencoder; Discriminative model; Softmax function; Deep learning; Pattern recognition (psychology); Neuroimaging; Classifier (UML); Novelty; Generalization","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006921091,0.0004198925,0.000371253,0.0005703135,0.001896986,0.0006423186,0.0002459246,0.0005194558,0.0001452694],"category_scores_gemma":[0.003042747,0.0004651644,0.0001587439,0.00154608,0.0003883825,0.0005609384,0.00009859174,0.0008858852,0.00003736296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489552,"about_ca_system_score_gemma":0.0001878081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001838779,"about_ca_topic_score_gemma":0.00005322722,"domain_scores_codex":[0.9964393,0.0004833382,0.0008056842,0.001356707,0.0003334027,0.0005815346],"domain_scores_gemma":[0.9974949,0.001034512,0.0005098649,0.0005243808,0.0002547536,0.0001816281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008617489,0.0001740287,0.0003030635,0.000251828,0.00003802279,0.000001100392,0.0005237844,0.002008122,0.6514979,0.1111327,0.00002075415,0.233187],"study_design_scores_gemma":[0.001072583,0.000170412,0.0103169,0.0001492864,0.0001386058,0.00001698698,0.001504068,0.8831724,0.08914563,0.01050438,0.003408712,0.0004000567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1318051,0.0002030465,0.8626127,0.0009344253,0.001929233,0.001182513,0.000003894953,0.0003059818,0.001023128],"genre_scores_gemma":[0.9694,0.0002492314,0.02667789,0.0005899084,0.0001839002,0.0001103894,0.000003414683,0.00005217384,0.002733047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8811643,"threshold_uncertainty_score":0.99978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05946155491008979,"score_gpt":0.3174249333351461,"score_spread":0.2579633784250563,"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."}}