{"id":"W4413057973","doi":"10.2139/ssrn.5350605","title":"Mental Health Disorders Among Survivors of Major Congenital Surgical Anomalies of the Abdomen and Thorax: A 30-Year Population-Based Cohort Study","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"","keywords":"Abdomen; Medicine; Thorax (insect anatomy); Cohort; Mental health; Population; Cohort study; Pediatrics; Psychiatry; Surgery; Environmental health; Internal medicine; Anatomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007022909,0.000475231,0.0006921692,0.001041612,0.0009733434,0.001242554,0.0006666931,0.001254173,0.002274191],"category_scores_gemma":[0.001558417,0.0009654252,0.001009808,0.001730876,0.0004831046,0.001268622,0.0009063365,0.001242963,0.0005553989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005201839,"about_ca_system_score_gemma":0.0006181028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03645208,"about_ca_topic_score_gemma":0.02844522,"domain_scores_codex":[0.999441,0.0001177002,0.00005064881,0.0001844606,0.00008614461,0.0001200253],"domain_scores_gemma":[0.9990903,0.0001161738,0.0002668138,0.0001296037,0.0001175358,0.000279626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000134153,0.0001100085,0.9985572,0.000007077045,0.00017085,0.000120205,0.0001464415,0.00002058447,0.0001793707,0.00001894887,0.0001907171,0.0003445215],"study_design_scores_gemma":[0.00001079314,0.00007019199,0.9991626,0.000005092164,0.00005290841,0.0001294408,0.0004116218,0.00005265908,0.00001168097,0.00001301925,0.00007509403,0.000005016135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983653,0.0001774981,0.0000490142,0.0000746843,0.00001215958,0.00001046344,0.001059014,0.000003216305,0.000248651],"genre_scores_gemma":[0.9985852,0.0002169365,0.00004459207,0.00005151558,0.00001311915,0.00001478527,0.0007740635,0.000002820825,0.0002970304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03645208,"threshold_uncertainty_score":0.07247984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006919811687982992,"score_gpt":0.2783336405430963,"score_spread":0.2714138288551133,"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."}}