{"id":"W7162020325","doi":"10.82308/42229","title":"Towards a comprehensive model of perinatal mental health","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Anxiety; Pregnancy; Population; Depression (economics); Cohort study; Epidemiology; Longitudinal study; Cohort","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001931486,0.0003280628,0.0005144224,0.00005807981,0.0001671863,0.00001568298,0.0002392365,0.0001764045,0.005545953],"category_scores_gemma":[0.00002060549,0.0003426407,0.0001497145,0.0001543922,0.0001174341,0.0001473742,0.000180662,0.0003681994,0.0001923856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006339535,"about_ca_system_score_gemma":0.0002227469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296243,"about_ca_topic_score_gemma":0.001285241,"domain_scores_codex":[0.9974108,0.0001154825,0.0005210714,0.0007808787,0.0007249985,0.0004467598],"domain_scores_gemma":[0.9990231,0.00002430121,0.0003275301,0.0003847252,0.00001634982,0.0002240329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005603742,0.002155516,0.005645758,0.004551759,0.000540239,0.00009852201,0.08388506,0.01433556,0.1502681,0.001679757,0.02559101,0.7106884],"study_design_scores_gemma":[0.008393017,0.002250571,0.4028756,0.003329389,0.0003086911,0.0001349161,0.1383667,0.1982915,0.1523902,0.002514447,0.08330414,0.007840795],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8844059,0.0004726095,0.0008308644,0.0005743764,0.0003116154,0.0009403727,0.0002535432,0.00004675857,0.112164],"genre_scores_gemma":[0.9530718,0.001690305,0.01163363,0.002344803,0.00004288862,0.00008212599,0.003079448,0.0001169349,0.02793808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7028476,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567586942344985,"score_gpt":0.3032943185625902,"score_spread":0.2776184491391404,"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."}}