{"id":"W4290637054","doi":"10.1002/hsr2.763","title":"Childhood obesity diagnosis and management remains a challenge despite the use of electronic health records: A retrospective study","year":2022,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université Laval; Cegep regional de Lanaudiere","funders":"","keywords":"Medicine; Psychosocial; Family medicine; Medical record; Obesity; Retrospective cohort study; MEDLINE; Medical diagnosis; Health care; Electronic health record; Health records; Pediatrics; Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004559449,0.0001909515,0.000603919,0.0002293357,0.001402476,0.00003575126,0.000181319,0.00001734319,0.00001968921],"category_scores_gemma":[0.0001676837,0.0001479781,0.0000796466,0.001498998,0.0003268397,0.0002459642,0.0006671495,0.0005503448,7.545081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692061,"about_ca_system_score_gemma":0.001329083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885311,"about_ca_topic_score_gemma":0.001287767,"domain_scores_codex":[0.9958019,0.0002443612,0.0006384949,0.0009222467,0.001525958,0.0008670059],"domain_scores_gemma":[0.9976826,0.00007238008,0.0007853892,0.0009648487,0.0001241083,0.0003707103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001665241,0.01698114,0.9750266,0.0001829961,0.00004251286,0.0001106647,0.002957419,0.00001129208,0.000001461497,0.00104345,0.0003058722,0.003319923],"study_design_scores_gemma":[0.0003456628,0.005575103,0.9901322,0.0000789562,0.00003316354,0.0002190916,0.001161,0.00006128723,0.000007972266,0.001106347,0.001168495,0.0001107686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872265,0.0005717257,0.000007319257,0.007854462,0.0001742314,0.00396183,0.000006071377,0.00005932562,0.0001385007],"genre_scores_gemma":[0.9964399,0.001648639,0.0001687947,0.00120262,0.00005011147,0.0004152604,0.000002285658,0.00001814187,0.00005425782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01510554,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04198825680729577,"score_gpt":0.3274095212450591,"score_spread":0.2854212644377633,"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."}}