{"id":"W4414782089","doi":"10.1097/xcs.0000000000001600","title":"High-Impact Clinical Trials and Studies","year":2025,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Semaglutide; Weight loss; Clinical trial; Gastric bypass; Obesity; Sleeve gastrectomy; Abdominal surgery; Weight change","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.08146431,0.002282841,0.007671423,0.0036673,0.001884407,0.007366136,0.003068712,0.005608818,0.05524759],"category_scores_gemma":[0.2320513,0.001531036,0.007954824,0.006900266,0.001599223,0.005907211,0.004061648,0.004792678,0.007689834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004014181,"about_ca_system_score_gemma":0.01181441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523316,"about_ca_topic_score_gemma":0.002792779,"domain_scores_codex":[0.882705,0.07239207,0.0266587,0.00561167,0.01074216,0.001890291],"domain_scores_gemma":[0.8126594,0.112526,0.02869338,0.017275,0.02481104,0.004035201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0482061,0.001700813,0.007429344,0.4244474,0.05289302,0.000473646,0.0003214448,0.0009537046,0.0007800318,0.01021369,0.08430576,0.368275],"study_design_scores_gemma":[0.1329162,0.007782942,0.01237732,0.3591797,0.06627139,0.0005494423,0.0005160209,0.001120727,0.001022938,0.02229186,0.3957317,0.0002397467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01228562,0.6361364,0.03483805,0.0263783,0.02848352,0.1634439,0.03459335,0.001170885,0.06266996],"genre_scores_gemma":[0.2031684,0.3417976,0.08380653,0.05992369,0.01794652,0.2536845,0.02729356,0.0007254126,0.01165382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9447524,"threshold_uncertainty_score":0.4308296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5333837550303878,"score_gpt":0.5641697757362161,"score_spread":0.03078602070582825,"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."}}