{"id":"W2964926982","doi":"10.1053/j.semperi.2019.07.004","title":"Prediction tools in congenital diaphragmatic hernia","year":2019,"lang":"en","type":"review","venue":"Seminars in Perinatology","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Congenital diaphragmatic hernia; Risk stratification; Intensive care medicine; Hernia; Diaphragmatic breathing; Pediatrics; General surgery; Internal medicine; Pregnancy; Fetus; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004002033,0.0006904586,0.00413069,0.001007843,0.00003159446,0.00002402657,0.0002919082,0.0009260161,0.00110226],"category_scores_gemma":[0.001381462,0.0006207339,0.0004651592,0.0007725809,0.0002280583,0.000113225,0.0002787815,0.001220117,0.00101642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000701058,"about_ca_system_score_gemma":0.0005106815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002543381,"about_ca_topic_score_gemma":0.0001723646,"domain_scores_codex":[0.9963565,0.0003277569,0.001479478,0.0007943224,0.0003221809,0.0007197009],"domain_scores_gemma":[0.9974977,0.001289311,0.0003017639,0.0007265118,0.00006260902,0.0001220843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003335239,0.0002023426,0.002226001,0.03042127,0.0002701425,0.001653441,0.0004838446,3.097444e-7,4.482737e-7,0.0000759446,0.0007347528,0.9638981],"study_design_scores_gemma":[0.0009655445,0.0002520287,0.001410941,0.02651476,0.0006906622,0.002266135,0.000270201,0.00004339841,3.746189e-7,0.00004853045,0.9670913,0.0004460891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009217085,0.9764534,9.14623e-7,0.0000550113,0.0007358815,0.002578308,0.0006517452,0.00007999632,0.01022764],"genre_scores_gemma":[0.001672243,0.9942096,0.0001567957,0.00005904764,0.000075178,0.001127562,0.0005393509,0.0001107304,0.002049428],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9663566,"threshold_uncertainty_score":0.9998109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08611515663067179,"score_gpt":0.3584574606223554,"score_spread":0.2723423039916836,"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."}}