{"id":"W4404588359","doi":"10.1038/s41574-024-01066-9","title":"Expanding applications of therapies based on GLP1","year":2024,"lang":"en","type":"review","venue":"Nature Reviews Endocrinology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"","keywords":"Medicine; Clinical trial; Intensive care medicine; Weight loss; Internal medicine; Obesity","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001522435,0.0005000888,0.002945505,0.0006543978,0.00003070538,0.00001112258,0.0002311157,0.0004127399,0.0001277524],"category_scores_gemma":[0.00005372132,0.0002927658,0.001088578,0.0005699417,0.00007312308,0.00001577652,0.00007541579,0.001001228,0.0005472883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416046,"about_ca_system_score_gemma":0.00009941728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000011497,"about_ca_topic_score_gemma":7.388214e-7,"domain_scores_codex":[0.9980789,0.0001431957,0.0007222597,0.0005384224,0.0001803912,0.0003368565],"domain_scores_gemma":[0.9985295,0.0001638071,0.0003497444,0.0008560602,0.00003766374,0.00006320358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003840856,0.0001311164,0.000002459419,0.05880761,0.0004959362,0.00002930276,0.000005527343,2.060686e-8,2.574816e-7,0.005908736,0.008089938,0.9265252],"study_design_scores_gemma":[0.0002347448,0.0002028396,8.710455e-7,0.02369428,0.006758303,0.00002119761,0.000002996587,8.746878e-7,0.000002968092,0.00007404869,0.9688371,0.0001698228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.168781e-7,0.9797835,0.00004462369,0.0002629647,0.0003270788,0.00397609,0.00002915358,0.00009488579,0.01548162],"genre_scores_gemma":[0.000009676677,0.9928759,0.0008268818,0.000460381,0.0002532205,0.002441292,0.0003355285,0.00006329022,0.002733884],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9607471,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04573945168726931,"score_gpt":0.3990979441541783,"score_spread":0.353358492466909,"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."}}