{"id":"W4254288662","doi":"10.1016/s2215-0366(15)00323-5","title":"Research round-up","year":2015,"lang":"en","type":"article","venue":"The Lancet Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Depression (economics); Montreal Cognitive Assessment; Mini–Mental State Examination; Cohort study; Cohort; Mental health; Psychiatry; Edinburgh Postnatal Depression Scale; Internal medicine; Pediatrics; Cognition; Obstetrics; Depressive symptoms; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001298728,0.000072561,0.0001723583,0.00004094689,0.0001310716,0.00002090645,0.0001914439,0.00004984697,0.00007920158],"category_scores_gemma":[0.0000298036,0.00004348696,0.00003200222,0.0001594205,0.00007875844,0.00003934126,0.00005669991,0.0004616041,0.0007647527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004963158,"about_ca_system_score_gemma":0.0001978377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009909596,"about_ca_topic_score_gemma":0.00002631479,"domain_scores_codex":[0.9987839,0.0001424827,0.0001440865,0.0001379347,0.0003949025,0.0003966809],"domain_scores_gemma":[0.9991783,0.00004375666,0.00002992078,0.0004966762,0.00005901129,0.0001923648],"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":[0.004946597,0.000357419,0.3914993,0.003105627,0.00007667983,0.00003525436,0.002637703,0.000003851814,0.00003359699,0.07070293,0.5245304,0.002070589],"study_design_scores_gemma":[0.009384236,0.001932202,0.3809945,0.006470154,0.00007372421,0.0008148124,0.002587998,0.00009559682,0.0007294004,0.07938141,0.5171663,0.0003697094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8051872,0.005198546,0.00001219458,0.08778427,0.004921446,0.0004173444,0.000006416884,0.0001069763,0.09636558],"genre_scores_gemma":[0.9779341,0.0001550005,0.0005182542,0.004441247,0.003688384,0.00003236342,0.000005647776,0.0000170403,0.01320796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1727469,"threshold_uncertainty_score":0.9829603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1990892276207696,"score_gpt":0.4432447663565526,"score_spread":0.244155538735783,"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."}}