{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00283645,0.001092221,0.0006907991,0.001886444,0.001537092,0.004269183,0.002459338,0.002105912,0.005148748],"category_scores_gemma":[0.004345166,0.0006188862,0.001123058,0.00132091,0.00468358,0.004780505,0.003619148,0.003504268,0.0009675818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003809659,"about_ca_system_score_gemma":0.005865808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03648908,"about_ca_topic_score_gemma":0.0180026,"domain_scores_codex":[0.9987224,0.0007366838,0.00004217047,0.0002314939,0.0001321657,0.0001351186],"domain_scores_gemma":[0.9978927,0.00101598,0.0001615375,0.0001471193,0.0004231256,0.0003596154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000226438,0.00005596509,0.01148215,0.00009642753,0.00007177294,0.0002814339,0.002527105,0.007870547,0.0002190568,0.9540836,0.004875529,0.01841393],"study_design_scores_gemma":[0.00001836878,0.00005021843,0.008477163,0.0001943472,0.0000583895,0.0003166032,0.001250199,0.0286481,0.00006520247,0.9376021,0.02328711,0.00003220665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07677952,0.01177992,0.521906,0.1747246,0.0008220632,0.0004288459,0.002207437,0.0008354748,0.2105161],"genre_scores_gemma":[0.8135688,0.01190369,0.1498949,0.009427765,0.000613534,0.0008393681,0.001579353,0.0001422755,0.01203023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03648908,"threshold_uncertainty_score":0.07255334,"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."}}