{"id":"W2950770927","doi":"10.2196/13271","title":"Improving Mental Health in Pregnancy for Refugee Women: Protocol for the Implementation and Evaluation of a Screening Program in Melbourne, Australia","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Australian Rotary Health; Medical Research Council; Cabrini Foundation; Monash University; Windermere Foundation","keywords":"Mental health; Medicine; Anxiety; Refugee; Edinburgh Postnatal Depression Scale; Psychiatry; Psychological intervention; Depression (economics); Pregnancy; Family medicine; Depressive symptoms","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":[0.04786505,0.003260391,0.00406789,0.003351573,0.006969965,0.002578715,0.004077702,0.004191572,0.04410556],"category_scores_gemma":[0.03257072,0.003527172,0.004935624,0.002596623,0.002382801,0.00263488,0.004714092,0.006272413,0.007843897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01355677,"about_ca_system_score_gemma":0.05839584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02225839,"about_ca_topic_score_gemma":0.03905523,"domain_scores_codex":[0.9759741,0.01368509,0.004193462,0.00126719,0.001904392,0.002975829],"domain_scores_gemma":[0.9744877,0.004191091,0.00340387,0.002083143,0.01091961,0.00491474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1042518,0.1303577,0.03196581,0.06821977,0.001514345,0.003673067,0.02773534,0.009777776,0.01342028,0.008139339,0.09242156,0.5085233],"study_design_scores_gemma":[0.210877,0.1437282,0.2271526,0.04050891,0.001489888,0.001005905,0.0195934,0.008281023,0.008824839,0.006377484,0.3307958,0.001364872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00265615,0.00007579827,0.0008237702,0.0001427672,0.00005157554,0.9949007,0.0004273967,0.000026918,0.0008948863],"genre_scores_gemma":[0.001478506,0.0001081904,0.003793299,0.00009144079,0.00001171917,0.9940574,0.0001504555,0.000002921476,0.0003060359],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04786505,"threshold_uncertainty_score":0.2531376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.332006811481045,"score_gpt":0.6373385714374893,"score_spread":0.3053317599564442,"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."}}