{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00375521,0.0002118308,0.0005300479,0.0001005319,0.0007181889,0.00002446328,0.0002339055,0.0004204205,0.001627128],"category_scores_gemma":[0.0004642254,0.0001821404,0.00006669009,0.0005079064,0.00006994084,0.0002838814,0.0001636959,0.002791071,0.0003387966],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002567128,"about_ca_system_score_gemma":0.005915747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9663602,"about_ca_topic_score_gemma":0.9998406,"domain_scores_codex":[0.995145,0.001796021,0.001190796,0.0006291883,0.0004873603,0.0007516123],"domain_scores_gemma":[0.9960009,0.002801176,0.0002849603,0.0003872302,0.0001663621,0.0003593788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009723289,0.0003890924,0.9720333,0.000819225,0.00007015747,0.0002806466,0.0005934123,0.000004730876,3.858679e-8,0.004029123,0.01995397,0.001729124],"study_design_scores_gemma":[0.0006820079,0.0001250794,0.8859613,0.001379862,0.00005521332,6.099725e-7,0.0005924086,0.0002113083,2.730977e-7,0.0007109292,0.1101055,0.0001755653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710521,0.000431407,0.0001003905,0.006822064,0.002287779,0.001364996,0.00002700854,0.0001947434,0.01771959],"genre_scores_gemma":[0.9806222,0.0003903173,0.0001761444,0.005546562,0.0001697657,0.00006452056,0.0001019511,0.00002639637,0.01290219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09015149,"threshold_uncertainty_score":0.9997198,"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."}}