{"id":"W4406786468","doi":"10.18280/mmep.120129","title":"AutDepVizer System for Visualizing Autism and Depression Data from Social Media in Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Autism; Social media; Depression (economics); Data science; Psychology; Computer science; Psychiatry; World Wide Web; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004384065,0.0007184504,0.0003514338,0.002422606,0.000248073,0.000980992,0.00044187,0.0004947037,0.006945963],"category_scores_gemma":[0.001654501,0.0002268266,0.0005522159,0.0009937448,0.0001058785,0.0007713253,0.0009742685,0.0003478508,0.001548051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004294804,"about_ca_system_score_gemma":0.0005904901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02555952,"about_ca_topic_score_gemma":0.03365159,"domain_scores_codex":[0.9998674,0.0000313193,0.0000201553,0.00003120512,0.00003439431,0.00001545316],"domain_scores_gemma":[0.9993817,0.0002945933,0.00004730117,0.00007422001,0.000141393,0.00006080429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002882263,0.0005869829,0.1399196,0.002845029,0.0007754136,0.002402909,0.005063766,0.03567694,0.03324849,0.004578315,0.2050476,0.5669727],"study_design_scores_gemma":[0.000345707,0.0003316709,0.2260628,0.0007016706,0.0005439057,0.001789732,0.007012535,0.4841606,0.04778625,0.01118796,0.2197404,0.0003366408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4874367,0.001663987,0.0955354,0.001582221,0.0002461551,0.0006836728,0.2582605,0.1439719,0.0106196],"genre_scores_gemma":[0.742733,0.001299473,0.1489196,0.0002535071,0.00006465436,0.0005953158,0.09661328,0.001721165,0.007799996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02555952,"threshold_uncertainty_score":0.05082148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08893191798863066,"score_gpt":0.3543858441571128,"score_spread":0.2654539261684821,"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."}}