{"id":"W4412984675","doi":"10.18192/uojm.v15is2.7533","title":"From Diabetes to Weight Loss: The Problems with Semaglutide's Expanded Use","year":2025,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Semaglutide; Weight loss; Diabetes mellitus; Medicine; Type 2 diabetes; Endocrinology; Obesity; Liraglutide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002851283,0.0001236446,0.0004440561,0.0002910039,0.00006568434,0.000005638849,0.0002117067,0.00003511227,0.0002240368],"category_scores_gemma":[0.00008195615,0.00006901484,0.00007983657,0.0003132248,0.0002475425,0.00009818142,0.00005739553,0.0001421614,0.000004142066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007790875,"about_ca_system_score_gemma":0.00007790868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002069302,"about_ca_topic_score_gemma":0.00007332535,"domain_scores_codex":[0.9990882,0.00004312776,0.0002308346,0.0001192748,0.0003613829,0.0001571891],"domain_scores_gemma":[0.9989365,0.0001958644,0.0002319425,0.0002380035,0.000264464,0.000133177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007721774,0.0005629564,0.7499393,0.0002144953,0.003671068,0.0005293016,0.003813877,0.0001043877,0.002917795,0.001410649,0.2176383,0.01842566],"study_design_scores_gemma":[0.02060123,0.003940709,0.3421952,0.005791825,0.004573457,0.00001672988,0.004754406,0.00006678011,0.002575743,0.0006057537,0.6146877,0.0001904591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451525,0.0006441434,0.001056237,0.04821982,0.000176908,0.0003501829,0.000004522134,0.00001267133,0.004383056],"genre_scores_gemma":[0.9889605,0.0001779335,0.002072495,0.001214686,0.000144075,2.164105e-7,0.00000635675,0.000007589038,0.007416129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4077441,"threshold_uncertainty_score":0.2814344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008742759187822243,"score_gpt":0.2082136731706872,"score_spread":0.199470913982865,"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."}}