{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003996976,0.0001043096,0.0003455513,0.0006901594,0.0001951504,0.00001018687,0.0002067841,0.00003462714,0.0001649288],"category_scores_gemma":[0.00009186562,0.00009316217,0.00008887261,0.0002931011,0.00006533972,0.00005535394,0.00004879322,0.0002809505,0.000003235178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006955924,"about_ca_system_score_gemma":0.001290568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009738294,"about_ca_topic_score_gemma":0.0005760878,"domain_scores_codex":[0.9987924,0.00004671977,0.0005006112,0.000113245,0.0002306708,0.0003163699],"domain_scores_gemma":[0.9990908,0.00001760781,0.0004767458,0.0002180692,0.0001090675,0.0000877155],"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":[0.00002335742,0.0001129036,0.0524303,0.0003342342,0.00009955073,0.00004493486,0.0003218629,0.00002084063,0.00002090294,0.00095895,0.02065299,0.9249792],"study_design_scores_gemma":[0.0008933177,0.001544676,0.01989203,0.0003124766,0.00005844602,0.00003886268,0.00450485,0.000009545824,0.0004656447,0.0004255066,0.971759,0.00009568386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8511615,0.1158773,0.0004492963,0.02880166,0.002294835,0.0008602722,0.0001250506,0.0001267367,0.000303304],"genre_scores_gemma":[0.997146,0.002117619,0.0002308065,0.0002538611,0.00001013305,0.00001771487,0.00003493136,0.00001328453,0.0001756825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.951106,"threshold_uncertainty_score":0.3799043,"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."}}