{"id":"W2035323000","doi":"10.1016/j.athoracsur.2008.12.032","title":"Novel Fixation Technique for the Surgical Repair of Lung Hernias","year":2009,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Surgery; Fixation (population genetics); Lung; 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":[0.002878347,0.0001301247,0.0004809174,0.00009170828,0.00008144113,0.000004921212,0.0001219579,0.00006957858,0.00004084844],"category_scores_gemma":[0.0016677,0.00006983496,0.0005167194,0.0002740326,0.0001372685,0.00004768656,0.00003663249,0.0001100927,0.00000274051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009514983,"about_ca_system_score_gemma":0.00007544934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003362191,"about_ca_topic_score_gemma":0.000004810057,"domain_scores_codex":[0.9987246,0.00008432454,0.0005312469,0.0001377991,0.0003132032,0.0002088574],"domain_scores_gemma":[0.9952517,0.00355556,0.0002840684,0.0004967591,0.0003707288,0.00004124802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01408187,0.003220156,0.08394389,0.00417141,0.004093874,0.00008602767,0.003223358,0.0001063834,0.1110274,0.002794484,0.1979395,0.5753117],"study_design_scores_gemma":[0.0008033145,0.0008490043,0.5313085,0.002464715,0.001488678,0.0004073449,0.0008908384,0.004604317,0.4023445,0.003990288,0.05011984,0.0007287088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582301,0.005859281,0.004073563,0.02727282,0.000155095,0.001978707,0.00005604464,0.0001222194,0.002252121],"genre_scores_gemma":[0.9980012,0.000399595,0.0004047548,0.0005807733,0.0001261116,0.00008927658,0.000007827232,0.00001404521,0.0003764018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.574583,"threshold_uncertainty_score":0.2847787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244330537906186,"score_gpt":0.4109079022802574,"score_spread":0.2864748484896388,"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."}}