{"id":"W2591375452","doi":"10.2196/mental.5926","title":"Use of Online Forums for Perinatal Mental Illness, Stigma, and Disclosure: An Exploratory Model","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stigma (botany); Mental illness; Psychology; Exploratory research; Psychiatry; Mental health; Clinical psychology; Sociology","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":[0.01348667,0.001900399,0.001097744,0.002486592,0.003162159,0.003951102,0.00291659,0.002092375,0.007749327],"category_scores_gemma":[0.0186808,0.001222367,0.00415188,0.002182364,0.00216698,0.00488208,0.005132105,0.002210692,0.0004814535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003930997,"about_ca_system_score_gemma":0.006350601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01486165,"about_ca_topic_score_gemma":0.01008128,"domain_scores_codex":[0.9915724,0.007131593,0.0002167735,0.0003734091,0.000298758,0.0004070963],"domain_scores_gemma":[0.9580093,0.03678863,0.002225746,0.001101322,0.001201826,0.000673232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00174833,0.009492399,0.8006968,0.001214871,0.002246596,0.002001236,0.09297001,0.009667378,0.0008144091,0.03468249,0.001359979,0.04310535],"study_design_scores_gemma":[0.001549357,0.007465407,0.3414611,0.003746463,0.006550211,0.002616924,0.182551,0.3867037,0.00173742,0.05566094,0.009508969,0.0004487205],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878656,0.0003022753,0.006021781,0.0007457084,0.00001708646,0.0007960521,0.0003581644,0.00002869432,0.003864637],"genre_scores_gemma":[0.9883505,0.0004147648,0.007692602,0.00008620807,0.000009542176,0.001757851,0.0003046488,0.000007123652,0.001376731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486165,"threshold_uncertainty_score":0.07132518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07035458708359357,"score_gpt":0.3834487422991823,"score_spread":0.3130941552155887,"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."}}