{"id":"W4413044695","doi":"10.1007/s11695-025-08145-4","title":"Intragastric Balloon for Treatment of Overweight and Obesity: Which Is the Best Filling Volume? A Single-Center Randomized Study","year":2025,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Nausea; Vomiting; Weight loss; Overweight; Balloon; Body mass index; Adverse effect; Surgery; Anesthesia; Single Center; Obesity; 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":[0.001233246,0.0002563957,0.001477967,0.0002933232,0.0002011307,0.00003913811,0.00006639554,0.0001128823,0.00008152556],"category_scores_gemma":[0.0008234763,0.0001616268,0.0004997181,0.0005705564,0.00008719227,0.00007459036,0.00004712403,0.0000802011,0.000004671327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009899105,"about_ca_system_score_gemma":0.0001740758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000186946,"about_ca_topic_score_gemma":0.00004622024,"domain_scores_codex":[0.9981945,0.0002662083,0.0006349366,0.0003638298,0.0002281654,0.0003124116],"domain_scores_gemma":[0.9942608,0.004860596,0.0001979009,0.0003907014,0.0002031149,0.00008688269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009114468,0.004227409,0.9749671,0.0001700554,0.0008316851,0.00001628372,0.0006265455,7.330319e-7,0.00003902967,0.00004043945,0.002440789,0.007525495],"study_design_scores_gemma":[0.2323517,0.001602221,0.7209109,0.0009267548,0.008957041,0.00009746662,0.00297497,0.001663785,0.004747009,0.0004870278,0.02442097,0.0008601072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929928,0.001342805,0.0004231812,0.001948866,0.0006004616,0.002212597,0.00002631953,0.000033895,0.0004190736],"genre_scores_gemma":[0.9959042,0.000448374,0.0001407328,0.0003875734,0.0001327181,0.000129849,0.00002193801,0.00001621149,0.00281838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2540562,"threshold_uncertainty_score":0.659095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393180176898526,"score_gpt":0.2597987805887183,"score_spread":0.235866978819733,"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."}}