{"id":"W4210764261","doi":"10.2196/preprints.19591","title":"Electronic Mental Health as an Option for Egyptian Psychiatry: Cross-Sectional Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Population; Test (biology); Psychological intervention; Medicine; Health care; Cross-sectional study; Psychology; Psychiatry; Family medicine; Environmental health; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001680059,0.0002251187,0.0002732093,0.0009636153,0.0009452308,0.0009668358,0.0003305871,0.000809514,0.004664062],"category_scores_gemma":[0.002832893,0.0006918342,0.0008370194,0.001388937,0.0003399521,0.001329193,0.0006642843,0.001042227,0.0008863938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008402767,"about_ca_system_score_gemma":0.001078126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00758746,"about_ca_topic_score_gemma":0.01455154,"domain_scores_codex":[0.9992066,0.0002137163,0.0001558405,0.0001040704,0.0001685901,0.0001513085],"domain_scores_gemma":[0.9977918,0.0005109611,0.0009325989,0.00009643629,0.0003750587,0.0002930934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001001308,0.0006058981,0.9930254,0.0001849083,0.00005491108,0.0001606171,0.002784909,0.00001502476,0.0001136155,0.00004880186,0.0005255611,0.002380221],"study_design_scores_gemma":[0.00003645192,0.0009808941,0.9826339,0.0001809789,0.00007804351,0.0003858838,0.01439533,0.0001114696,0.00008664478,0.00002616539,0.001071924,0.00001225439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986773,0.0001823935,0.00004096277,0.0001272061,0.000007298479,0.0001020692,0.0003934857,0.000001417519,0.0004678278],"genre_scores_gemma":[0.9974627,0.0004410799,0.0001852731,0.0006358699,0.00001961264,0.0002125468,0.0004012987,0.000002265371,0.0006392188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00758746,"threshold_uncertainty_score":0.01560283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06859948317513292,"score_gpt":0.4797442190658008,"score_spread":0.4111447358906679,"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."}}