{"id":"W4404702629","doi":"10.1111/cob.12720","title":"Healthcare utilization associated with obesity management in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Medical Research Group","funders":"Novo Nordisk","keywords":"Medicine; Obesity; Medical prescription; Cohort; Weight management; Health care; Overweight; Weight loss; Orlistat; Public health; Family medicine; Emergency medicine; Internal medicine; Nursing","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":[0.0003270432,0.0002414136,0.0002996289,0.001298764,0.002077276,0.001300641,0.0008636284,0.0002914026,0.002786129],"category_scores_gemma":[0.00192574,0.0002441785,0.0006492297,0.004592749,0.0004277733,0.0003686882,0.0008283755,0.0005505208,0.0001462195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04583083,"about_ca_system_score_gemma":0.05518324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970564,"about_ca_topic_score_gemma":0.9985049,"domain_scores_codex":[0.9989243,0.00005703608,0.0001069412,0.00009629325,0.0004529302,0.0003624088],"domain_scores_gemma":[0.99714,0.00008251221,0.0007990805,0.0000448045,0.00115016,0.0007834986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004724259,0.00003321485,0.9835486,0.0001142638,0.0000889112,0.0001411916,0.0006082886,0.0001892916,0.0001188297,0.0001709993,0.006111051,0.008828074],"study_design_scores_gemma":[0.000007089024,0.0000132284,0.9964353,0.00007050503,0.00002401637,0.00005289877,0.0006636464,0.0001966013,0.0000189076,0.00001983999,0.002489527,0.000008521299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515874,0.004337105,0.0001479624,0.003196116,0.00007284197,0.0001439881,0.02611103,0.00003477972,0.01436888],"genre_scores_gemma":[0.991088,0.001704155,0.0002157307,0.0004419285,0.00002438148,0.00004234578,0.004610114,0.000007017292,0.00186647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04583083,"threshold_uncertainty_score":0.3325275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173530657937659,"score_gpt":0.4972985997223716,"score_spread":0.2799455339286057,"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."}}