{"id":"W2013293467","doi":"10.1159/000331936","title":"Prediction of Pediatric Outcome after Prenatal Diagnosis and Expectant Antenatal Management of Congenital Cystic Adenomatoid Malformation","year":2012,"lang":"en","type":"article","venue":"Fetal Diagnosis and Therapy","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child and Family Research Institute; University of British Columbia","funders":"","keywords":"Medicine; Respiratory distress; Obstetrics; Prenatal diagnosis; Retrospective cohort study; Intubation; Congenital diaphragmatic hernia; Pediatrics; Pregnancy; Referral; Cohort; Fetus; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001855381,0.0002149531,0.0004338199,0.000164428,0.00004898326,0.00001272799,0.00004741391,0.00007430333,0.0001226984],"category_scores_gemma":[0.00003720321,0.0001682487,0.0001085405,0.0001612305,0.0001156144,0.0003128854,0.00008957602,0.00007989615,0.000006441067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002294061,"about_ca_system_score_gemma":0.000007472296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000195218,"about_ca_topic_score_gemma":0.000002147433,"domain_scores_codex":[0.9986539,0.00003788146,0.0005578334,0.000187345,0.0003087355,0.0002542342],"domain_scores_gemma":[0.9992919,0.0001468222,0.0001737344,0.0001772239,0.00007397585,0.0001363544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002819779,0.0005596812,0.9717754,0.0008389417,0.0003890041,0.00002126937,0.001288759,1.502815e-7,0.00006249933,0.00006660333,0.00003430277,0.02468149],"study_design_scores_gemma":[0.002098697,0.0005448032,0.9946541,0.0001272692,0.0003903048,0.00004773316,0.0005620534,0.00006469385,0.001206781,0.00002255654,0.0001414445,0.0001395983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517539,0.04661631,0.00002661491,0.00007490953,0.0001925844,0.0008251164,0.0002568675,0.00002803981,0.0002257134],"genre_scores_gemma":[0.9713295,0.02756498,0.0002766088,0.00003433933,0.0001187671,0.0006055983,0.00002607168,0.00002142496,0.00002268133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02454189,"threshold_uncertainty_score":0.6860982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145967894964526,"score_gpt":0.2648802907957389,"score_spread":0.2334206118460936,"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."}}