{"id":"W2038381308","doi":"10.1016/j.jpedsurg.2007.01.046","title":"Predicting the need for fundoplication at the time of congenital diaphragmatic hernia repair","year":2007,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Congenital diaphragmatic hernia; Univariate analysis; Surgery; Hiatal hernia; Retrospective cohort study; Hernia; Reflux; Multivariate analysis; Internal medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006654096,0.0002509661,0.0003529677,0.001075232,0.0004511341,0.0005918767,0.0003546755,0.0009150682,0.001330495],"category_scores_gemma":[0.00701798,0.0001992506,0.0004117311,0.0006714845,0.0004164282,0.0007660796,0.0002861218,0.001294631,0.0001744204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216487,"about_ca_system_score_gemma":0.0004804655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002778369,"about_ca_topic_score_gemma":0.002622018,"domain_scores_codex":[0.9996783,0.0000948759,0.00004504824,0.00002964074,0.00006402364,0.00008818637],"domain_scores_gemma":[0.9947183,0.002317982,0.001449195,0.0001134966,0.0003599068,0.001041291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008018505,0.0000287184,0.9990477,0.000003357689,0.00001013873,0.0001454221,0.00002413072,0.00002475404,0.00006156444,0.00001071302,0.00003004248,0.0005332712],"study_design_scores_gemma":[0.00000492515,0.0003692711,0.997017,0.00001146335,0.00003217067,0.001593316,0.0003338224,0.0002746511,0.0001307558,0.00002629836,0.0002009064,0.000005494418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986734,0.0003416782,0.00003894789,0.00008305833,0.00001786402,0.000003931036,0.00006903952,0.000001602132,0.0007704805],"genre_scores_gemma":[0.9994308,0.0002080374,0.00008069512,0.00002186248,0.00003113478,0.000002970555,0.0001177462,8.625832e-7,0.0001057501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002778369,"threshold_uncertainty_score":0.005524337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194016839965909,"score_gpt":0.2692825951835227,"score_spread":0.2473424267838636,"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."}}