{"id":"W2530908713","doi":"10.1089/lap.2016.0334","title":"Thoracoscopic Lobectomy in Infants and Children Utilizing a 5 mm Stapling Device","year":2016,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Surgery; Thoracoscopy","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":[0.0004607023,0.0002475856,0.0008817666,0.0003296323,0.00004983194,0.0000204872,0.0001361807,0.00009220913,0.00006148719],"category_scores_gemma":[0.0006007151,0.000154323,0.0001214431,0.000273532,0.000137043,0.0003396101,0.0001156852,0.0003643998,0.000003377499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001549521,"about_ca_system_score_gemma":0.00009690908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001158617,"about_ca_topic_score_gemma":0.00002009612,"domain_scores_codex":[0.9979717,0.0001005,0.0008982341,0.0002526805,0.0003917193,0.0003851794],"domain_scores_gemma":[0.9985114,0.0005336937,0.0003348361,0.0002162438,0.0001925569,0.0002112945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007556328,0.0002084145,0.5448859,0.0001451711,0.0001667621,0.0009588419,0.0001883272,3.492047e-7,0.02649454,0.000133173,0.000069792,0.4259931],"study_design_scores_gemma":[0.01800751,0.003118355,0.7458387,0.01632928,0.0003706682,0.004659089,0.0004460018,0.0000163424,0.1833061,0.004086268,0.02289796,0.000923716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923663,0.004130151,0.0003958536,0.001120214,0.00007790385,0.0004614069,0.000004399782,0.000082066,0.00136171],"genre_scores_gemma":[0.978804,0.003815275,0.01699954,0.0001155886,0.0001307537,0.00002157748,5.596825e-7,0.00002689976,0.0000857885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4250694,"threshold_uncertainty_score":0.6293108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152546283696734,"score_gpt":0.3193176931575535,"score_spread":0.3040630647878801,"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."}}