{"id":"W4404229153","doi":"10.54751/revistafoco.v17n11-076","title":"MEDIDAS DE INTERVENÇÃO DE COMPLICAÇÕES BILIARES APÓS CIRURGIA BARIÁTRICA: UMA REVISÃO SISTEMÁTICA","year":2024,"lang":"pt","type":"article","venue":"Revista Foco","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.003223579,0.000809763,0.001823112,0.0005970091,0.0002730664,0.0006309983,0.0006675226,0.0005832078,0.003113416],"category_scores_gemma":[0.002960919,0.000689756,0.001398685,0.001686705,0.0002969581,0.0002199352,0.0003512777,0.00138161,0.001617341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009645582,"about_ca_system_score_gemma":0.001120358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320685,"about_ca_topic_score_gemma":0.000009858181,"domain_scores_codex":[0.9940491,0.0008568705,0.001707537,0.001183645,0.0007315921,0.001471298],"domain_scores_gemma":[0.9936379,0.003523103,0.0002701235,0.001385116,0.0001956741,0.0009880922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006513758,0.001049149,0.1629006,0.04542174,0.003305774,0.005137631,0.004386413,0.000009593021,0.001408456,0.07013775,0.5466906,0.1589009],"study_design_scores_gemma":[0.001215783,0.0005213612,0.04040816,0.01734904,0.003379401,0.001270626,0.001035633,0.004265704,0.0003469675,0.0004097099,0.9286296,0.001168065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1518758,0.7485508,0.0137192,0.04268403,0.006882514,0.005047532,0.0005119249,0.00232501,0.02840322],"genre_scores_gemma":[0.965977,0.006934818,0.0005904726,0.001670365,0.002514455,0.0001270686,0.00008326578,0.0002069991,0.02189553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8141012,"threshold_uncertainty_score":0.9995553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344404795647767,"score_gpt":0.3233283891440729,"score_spread":0.2898843411875952,"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."}}