{"id":"W6966787140","doi":"10.48448/w8qp-3a04","title":"Utilizing Deep Learning Techniques for Mental Disorder Prediction and Support Using Reddit Data","year":2024,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Mental health; Deep learning; Preprocessor; Social media; Wearable computer; Recurrent neural network; Intervention (counseling); Class (philosophy)","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"],"consensus_categories":[],"category_scores_codex":[0.00204813,0.0004131606,0.0003467335,0.001261881,0.0004497995,0.0004575894,0.0009779768,0.0002471049,0.0003617892],"category_scores_gemma":[0.0002891765,0.000395919,0.00004071126,0.001016785,0.00126887,0.0007879615,0.001311241,0.0004654908,0.0001547941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003179891,"about_ca_system_score_gemma":0.0003699618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002325589,"about_ca_topic_score_gemma":0.0004419954,"domain_scores_codex":[0.9964962,0.00004278712,0.0003994982,0.001604834,0.0008056324,0.0006510469],"domain_scores_gemma":[0.9985628,0.00003956485,0.000309957,0.0008437607,0.00008594937,0.000157952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009702607,0.0003881241,0.002444728,0.001678894,0.0003796731,0.00004473404,0.001773705,0.00008667116,0.07744563,0.002630484,0.647932,0.2650984],"study_design_scores_gemma":[0.0001930183,0.0001456356,0.000008725087,0.0004938486,0.000162981,0.00007506141,0.0007307446,0.2737946,0.000328448,0.0002968216,0.7233568,0.0004133278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001126266,0.01685125,0.2695509,0.0006730838,0.008543144,0.01425009,0.02488349,0.01925014,0.6448717],"genre_scores_gemma":[0.03232825,0.001021219,0.571855,0.000187329,0.003633805,0.0002288258,0.0117163,0.006166869,0.3728624],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3023041,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06567724033961572,"score_gpt":0.3674010180333492,"score_spread":0.3017237776937335,"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."}}