{"id":"W6911027225","doi":"10.5167/uzh-262137","title":"Access to GLP-1 Weight Loss Drugs in the US, Canada, Switzerland, and Germany","year":2024,"lang":"en","type":"article","venue":"Zurich Open Repository and Archive (University of Zurich)","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weight loss; Agonist; Body weight; Drug; Obesity","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":[],"consensus_categories":[],"category_scores_codex":[0.0007093739,0.0001968903,0.0002875438,0.004274639,0.0010835,0.00239788,0.0004828653,0.0004285846,0.008021899],"category_scores_gemma":[0.003823641,0.0001561249,0.0006047722,0.00707917,0.0006766075,0.0007706606,0.001161389,0.0006038417,0.0003037798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01436772,"about_ca_system_score_gemma":0.0209209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9311816,"about_ca_topic_score_gemma":0.950405,"domain_scores_codex":[0.9980027,0.0001548203,0.00009203908,0.0001108652,0.0006510401,0.0009885541],"domain_scores_gemma":[0.9974733,0.0002774908,0.0004894403,0.00007260059,0.001003743,0.0006834717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001842876,0.0002286308,0.6362148,0.0005744989,0.0006695761,0.001521589,0.001807773,0.00339841,0.001144576,0.03915235,0.06506134,0.2483835],"study_design_scores_gemma":[0.000103219,0.0001112171,0.9238195,0.0004441962,0.0002143028,0.0005729392,0.003660551,0.0008810871,0.0005307338,0.0008803909,0.06871958,0.00006240158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7928567,0.02595475,0.0004708555,0.0164457,0.0002801897,0.000100642,0.02409193,0.0001188528,0.1396804],"genre_scores_gemma":[0.9761705,0.009321725,0.0003803847,0.001352865,0.00006780622,0.00002920749,0.004890179,0.00002879825,0.007758546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06881839,"threshold_uncertainty_score":0.1384473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007137370067923672,"score_gpt":0.2190709472086087,"score_spread":0.2119335771406851,"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."}}