{"id":"W4294193007","doi":"10.51731/cjht.2022.434","title":"Current Utilization Patterns of Glucagon-Like Peptide-1 Receptor Agonists","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Formulary; Reimbursement; Business; Drug; Pharmacology; Medicine; Health care; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005235895,0.0001390949,0.0002280911,0.001622846,0.0005562624,0.0009094549,0.0007155546,0.0004201793,0.001782035],"category_scores_gemma":[0.002158727,0.000176243,0.0005580306,0.003361395,0.0004897616,0.0004908901,0.0003962181,0.0003952446,0.0002745062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005797212,"about_ca_system_score_gemma":0.004213283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7270656,"about_ca_topic_score_gemma":0.8011085,"domain_scores_codex":[0.999076,0.00007081631,0.0001393269,0.0001637412,0.000359899,0.0001901675],"domain_scores_gemma":[0.9961506,0.0002411499,0.001772657,0.0000788598,0.001094757,0.0006619602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007620246,0.00002382483,0.9938685,0.00004592834,0.00005389215,0.00007866991,0.0002780144,0.0001126954,0.0002278753,0.00005896325,0.0007354542,0.004440067],"study_design_scores_gemma":[0.000002545998,0.00003178122,0.9982451,0.00002611982,0.00001599152,0.0001356938,0.0005040259,0.000219938,0.00006930155,0.000009627987,0.0007328681,0.000006948383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877073,0.0009412555,0.0000908954,0.0004137563,0.000005355002,0.00002336851,0.008510306,0.00001600601,0.002291823],"genre_scores_gemma":[0.995598,0.0009648966,0.0001465047,0.0001114506,0.00000672075,0.00001580316,0.002686337,0.000004900714,0.0004653811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7270656,"threshold_uncertainty_score":0.5490835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860372789259736,"score_gpt":0.3054348629377528,"score_spread":0.2568311350451554,"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."}}