{"id":"W2005762630","doi":"10.4081/std.2011.e14","title":"Surgery for Lung Herniation: A New Approach for an Old Problem","year":2011,"lang":"en","type":"article","venue":"Surgical Techniques Development","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Surgery; Lung; Prosthesis; 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":[0.0008611608,0.0002424141,0.0005412828,0.0001385732,0.0001162135,0.00001979855,0.000109644,0.0001507638,0.0001380364],"category_scores_gemma":[0.0001219009,0.0001995858,0.0001899469,0.0001611783,0.00004147069,0.000098109,0.00006417303,0.00009609412,0.000007140913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733869,"about_ca_system_score_gemma":0.0003770424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002052935,"about_ca_topic_score_gemma":0.000007517484,"domain_scores_codex":[0.9982943,0.00002893336,0.0005832026,0.0004317023,0.0002574606,0.0004043974],"domain_scores_gemma":[0.9989447,0.000211963,0.0001108532,0.0002607072,0.0002163837,0.0002554143],"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":[0.002148628,0.001784439,0.02599197,0.002538099,0.0008599416,0.00004846224,0.006562245,3.125752e-7,0.000230322,0.004177695,0.07353247,0.8821254],"study_design_scores_gemma":[0.003518654,0.0007886584,0.0137665,0.0005136349,0.0003499203,0.0002178876,0.0003623495,0.001032971,0.03019333,0.004084075,0.9437186,0.001453446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06788629,0.001045895,0.7644636,0.001220437,0.0002793771,0.0214299,0.00005325963,0.003278722,0.1403425],"genre_scores_gemma":[0.06240928,0.00003833175,0.925938,0.0002464402,0.0001996594,0.003961855,0.0001848947,0.00006111875,0.006960467],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.880672,"threshold_uncertainty_score":0.8138871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073529175888992,"score_gpt":0.3199211159997628,"score_spread":0.2125681984108635,"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."}}